{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# ECSE415 - Intro to Computer Vision\n",
    "## Tutorial 5 - Clustering"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## K-Means Clustering\n",
    "Data in a one-dimensional feature space"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f786c33a6a0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f786bd37cf8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f7867867240>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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SETiXRsStRezLGm7LFgd0s4IV1aInIq4Brinq883MLJt2XBlrZmZDOdCbmbWc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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f7867317c88>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "##########################\n",
    "# K-MEANS 1-D CLUSTERING #\n",
    "##########################\n",
    "\n",
    "import cv2\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# create some 1-dimensional data (i.e. only one feature)\n",
    "x1 = np.random.randint(0, 100, 50) # 50 points between [0,100]\n",
    "x2 = np.random.randint(155, 255, 50) # 50 points between [155,255]\n",
    "# stack together into one dataset\n",
    "x = np.hstack((x1, x2))\n",
    "# make sure that the data points are float32 and are stored in rows\n",
    "# each feature is arranged in a column, while each row corresponds\n",
    "# to an input test sample\n",
    "x = np.float32(x)\n",
    "x = x.reshape((100, 1))\n",
    "\n",
    "# display the data\n",
    "plt.plot(x, \"ko\")\n",
    "plt.title(\"Data points\")\n",
    "plt.show()\n",
    "# display the histogram having 255 bins, between 0 to 255\n",
    "plt.hist(x, 256, [0, 256])\n",
    "plt.title(\"Histogram\")\n",
    "plt.show()\n",
    "\n",
    "# before calling openCV's kmeans, we need to specify the stop criteria\n",
    "# stop when either 100 iterations or an accuracy of 1 is reached\n",
    "# define criteria = (type, max_iter=100, epsilon=1.0)\n",
    "criteria = (cv2.TERM_CRITERIA_EPS + cv2.TERM_CRITERIA_MAX_ITER, 100, 1.0)\n",
    "# set number of clusters\n",
    "K = 2\n",
    "\n",
    "# apply Kmeans\n",
    "# cv2.kmeans(Data, nCluters, criteria, nAttempts, flags)\n",
    "# compactness: the sum of squared distance from each point to their\n",
    "#   corresponding centers\n",
    "# labels: the label array (each element marked '0', '1', '2', etc.)\n",
    "# centers: array of centers of clusters\n",
    "compactness, labels, centers = cv2.kmeans(x, K, None, criteria, 10,\n",
    "                                         flags=cv2.KMEANS_RANDOM_CENTERS)\n",
    "\n",
    "# can easily split the data into different clusters depending on their labels\n",
    "A = x[labels==0]\n",
    "B = x[labels==1]\n",
    "\n",
    "# plot 'A' in red, 'B' in blue, and \"centers\" in yellow\n",
    "plt.hist(A, 256, [0,256], color='r')\n",
    "plt.hist(B, 256, [0, 256], color='b')\n",
    "plt.hist(centers, 32, [0,256], color='y')\n",
    "plt.title(\"Histogram - Labeled\")\n",
    "plt.show()\n",
    "\n",
    "# display clustered data points\n",
    "i1 = np.arange(A.shape[0])\n",
    "i2 = np.arange(A.shape[0], A.shape[0] + B.shape[0])\n",
    "plt.plot(i1, A, \"ro\", i2, B, \"bo\")\n",
    "plt.title(\"Data points - Labeled\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Data in a two-dimensional feature space"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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SrcD9wHHgS8AMcDZwi6RrgUXg7b0I1MzMOtNxogeIiA8CH6xZ/AKV1r2ZmeWAz4w1Mys4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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7efd939e1a20>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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VyydvHd2wAXp7k+Q++Vqum24JNbOGdLpGfyqwqeTz5nTaQZKWSRqXND4xMdGm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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7efdd0555b00>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "##########################\n",
    "# K-MEANS 2-D CLUSTERING #\n",
    "##########################\n",
    "\n",
    "# create 2-D data points with 50 samples each \n",
    "# (features are stored in columns)\n",
    "X1 = np.random.randint(0, 50, (50,2))\n",
    "X2 = np.random.randint(100, 150, (50,2))\n",
    "X = np.vstack((X1, X2)) # a 100x2 data matrix\n",
    "# convert to float32\n",
    "X = np.float32(X)\n",
    "\n",
    "# display the data (scatter plot)\n",
    "plt.scatter(X[:,0], X[:,1], color='k')\n",
    "plt.title(\"Data points\")\n",
    "plt.show()\n",
    "\n",
    "# specify the stop criteria\n",
    "criteria = (cv2.TERM_CRITERIA_EPS + cv2.TERM_CRITERIA_MAX_ITER, 100, 1.0)\n",
    "# set number of clusters\n",
    "K = 2\n",
    "\n",
    "# apply Kmeans\n",
    "compactness, labels, centers = cv2.kmeans(X, K, None, criteria, 10,\n",
    "                                         flags=cv2.KMEANS_RANDOM_CENTERS)\n",
    "\n",
    "# seperate the data\n",
    "A = X[labels.ravel()==0]\n",
    "B = X[labels.ravel()==1]\n",
    "\n",
    "# plot the data\n",
    "plt.scatter(A[:,0], A[:,1], color='b')\n",
    "plt.scatter(B[:,0], B[:,1], color='r')\n",
    "plt.scatter(centers[:,0], centers[:,1], s=80, color='y', marker='*')\n",
    "plt.title(\"Data points - Labeled\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Segmentation using Intensity Information"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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QblJ0Dj9Fx76P077p3YwX8+iulRws10j0ZOjodDC2RaaoqaVTPtnXKMtrL4+w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\nYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f7894f12320>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "###########################\n",
    "# K-MEANS INTENSITY IMAGE #\n",
    "###########################\n",
    "\n",
    "# read image\n",
    "img = cv2.imread(\"/home/gary/opencv/samples/data/home.jpg\")\n",
    "# convert to grayscale\n",
    "img_gray = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY)\n",
    "\n",
    "# reshape image into [row=instance, col=features]\n",
    "img_data = img_gray.reshape((img.shape[0] * img.shape[1], 1))\n",
    "# convert to float32\n",
    "img_data = np.float32(img_data)\n",
    "\n",
    "# define criteria\n",
    "criteria = (cv2.TERM_CRITERIA_EPS + cv2.TERM_CRITERIA_MAX_ITER, 10, 1.0)\n",
    "# set number of clusters\n",
    "K = 4\n",
    "\n",
    "# apply kmeans\n",
    "_, labels,_ = cv2.kmeans(img_data, K, None, criteria, 10, \n",
    "                         flags=cv2.KMEANS_RANDOM_CENTERS)\n",
    "# reshape labels back into image\n",
    "img_label = labels.reshape((img.shape[0], img.shape[1]))\n",
    "\n",
    "# display plots\n",
    "plt.figure(figsize=(10,10))\n",
    "plt.subplot(121), plt.imshow(cv2.cvtColor(img, cv2.COLOR_BGR2RGB))\n",
    "plt.title(\"Original Image\"), plt.xticks([]), plt.yticks([])\n",
    "plt.subplot(122), plt.imshow(img_label, cmap=\"gray\")\n",
    "plt.title(\"Intensity Segmentation\"), plt.xticks([]), plt.yticks([])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Segmentation using RGB Information"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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QvhrqPUuADtrvpU92zwTNPgaiCnK4o16OTjtGjHMBzZ71xTz/0XeqWd/+QnyEL1kZglni\nogUsfC9sA66S+gAv/n6DZ5ISwJWQdOQTJKRxUA4jSmyCL+pgEFuoQaKdkDZ1uaVpeSKBB4xpaXoJ\n4LouluWrAK6LVlad6HjkqPFctUD/p+uqktc2ylIY/1q1dmdd3QWvzfwx2QT7lkl5e7GglUlqsQib\nGT1iMDdNnTz4BCKcPnq8pSJoDFWtSIrGnRmjwzZkdALXsplxbWp2CijPIaDh842UMcbCGAuNoivb\nTl/aoUtN0dFbI+/mmZpKUzYZiq6NSSVBVVHGJWk0JqIAKVEYo+tk3MV4z6j/QRAQpYCM4X/MuNrF\nMbpuMo1xZmiuwp3b72WMGItB0E8ODw/T398/r6rTDK3UoVbHlwOnpQyBR4SUbxpr+FL2j9f/Gm8c\nFzx/hLoChD9gzcMUo0QoTG4CtSiMZm0THsSM0XWlhyaNqbWufyGb5pa0UFmNROvM4ZspaByEgwHL\n0dWWKkgzNGPk5xLCD/vpfk03tldz/7OowtesPO8ZDlyXG9VI769DyqqR09NsSisqxTwVaaNUTdOW\nW4OuNapsAYLn1zKTKElhSQ5FArtUQgrH+eVffAN6+jnufPQkByZKGFlDnhRVcVFKSLueH1E51GYe\n4fGIjmVZOI6DG1LAoh2MMQYxy/0sx4gR41zEcimXxhj27t3L4OAg69evX3TezT46f1ofEKdFhnST\n/rKZ8iGmUbAwpgkZIjA9tCZEUXNQQBKCL996eZF6hc0/Sqn6F3Bg/ppzDUqhAu8fAW3mmlYCBOa6\nWfNbRKpZ4v2LqhFhomdZlt/mwYPi7Q+KE3npxkg43cF5rimq9b0UEYxPGMJm1boKadv1PBvO8X+n\nLUGXJrls62ouWZlmcuQ4o2WLyaEihVqxnj7IN5lMNig5WeWgtY3WDrjQYRl+9rWv4ql7v8Oq9BgT\nR45SnuzG7rsIV9vUlI2FoNBYxsHTZ2frV6vVSChvn+M4VGoOiUSiTo4CUlRXkvynRymFJd7EhxjL\nh2YmsthcFuPFhuHhYQYHBxkeHgaok5jTwd69e7nlllvqv/v7+xd9bjMXmMWkPVMsmQxZCFaoflpr\naiJIQlCuaehkXd8M5nu7IOGJ2AaUEcT1fBmUAV1nVN4MNI1PaASwFK4bHFc4jkbEaqib+OzA4BM2\nAW0rtEDVuNiABKYB5vo5oQGlsIzB1YYEFmKpOUQlODcgZ1p7pgWjvQoYDKIaZ745KmSeCJXp+vWU\n0ADk+aaE1QQHSzeqRrP+HL6ZQxrpkIrMWNKR+ohnp6yrX0Y3tmVQj4DURYlh1HQkEUbvum7j78j5\n0YfcVs2VmwA68qiKEkLVQ+HMrV9QjjHMpYtBe4DrGqxAFfLTK+35w1kIVVNBGYUlNkpZvv+QRlsu\noEnoLO0pi4Erehl54nskSkWmDlfpVhuxTRuTejWu1mBp0tkE1fIMtWqFJIq0laDiplBiY1uGjqyQ\n0RUeevTHbOiYJtnVTlduNTNVh6nqYXKWxp3KkG7bgKsnKTKNrVdjrBJl8mAlSehOMAmS7iS69Ax6\n9ATdKy7ESW5m2mQgo3H1NGllQzlB1fafOQOWNog2DW0UY2lo1ZFHzaMxYryYMDw8zC233MLg4CAA\nQ0NDc9IsROLD/fauXbsajrU6b6E8BwYGGBwcbOmDN1/eS8Fpm8kCNFRmdmye9WWZB4E5ykvrmbEC\nNLu0Zv4aUYTNdlprUP40Y6XA6JbnBeeGDSpGwGjdNHzRnK+81pe5KLRyGquTrRDZWcyND5MRpRTu\nGdbwTNn32Ta/LOyUF1B2D/VZhwaUSXimXmVAajhGg7IQSSJYmGQGZXVy+4/u4qZL1jBzbIgrt6+m\nltvI4bzh2X2HyOYy1Nwabr5KKplA7CqZRJJatUwyM4o3uT9BtVjCdiqYmTwjo3kSExm6TJJTMyOY\n2jSbtyQ5mXexKha2qdDdloBMnpEpwZbVFJ0MTqKCnZimWCmjrLVsWJVnunAK28qRkhyVsgNKUzGG\ntJ3DmJrfBs1nm8VYOuJ2jHEuIegPb7311vq+sEIUFjmifWegIA0PDzeoSQGpCjAwMMDevXvnKOzN\nEE4T1CPqdxQlRmeKMyJDxpj67BjXdbFkacaaKLtT4fMF72s6nF5F1ALd2Ai+JanBjOeZ6nwzW6jh\nWslrYSLk/W4eWDA8NdoYA2qusrIUSKTtGlQXARFrwbo35rewg/nS6rcwEV3K+T9tLESGgnss0d8i\n2DqJnQBsF00FEY0Rz+EZ0pQrLgnLoZKAZ559lpP7HqZUdBkvGnKrN3DVpjV09/VyZHiIRMqmUJhB\n16q0SZJyeYY17esolkok2zJ0rOqgWqqQkSxdqT7SyuaRB+8hf/QYkyUHS4+wsncNRw4Ms3VtP526\nje4uIT9eItvVhZ1op2RXcKQAlg1WL+u60vTkkhwdP8rESIHJkXE27LwOsdqoGZnTycQ4c8RmsBjn\nEoJntb+/v05oAmVneHiYXbt21U1drcxn69evr6s4AwMD9f1hv6GdO3fWywiTp/7+/jmkJ4z+/v66\nUhVWipYTZ6wMhRE4HS9WGYpCh/w6mvklLXh+oDL5bWkp5c0g0wZtNMpq9K2Yc75f5UBdCgJDRkkY\nUJ+WXJ+BtPTqNiCqPrlaI/g+LJbyRK2AnS8iv4Ck1mdHNbmG5UTQdtLi94sdwf2sU1Ltk1EES9nY\nSsAWXONgpxKItsFJIFqwbAfLKaFsh2eeeYa3Xz/A5nXr0MrivkceYmVqFT1tvdz69X/k1a99LZPD\nIxwdPkJSGbo6c5xy99O7uoftl19IVyrBA0/ez+WXXs0P/u0OsokcJw4doGpq9PR00JmYIKsddpzf\nyZH9j9O3ZiPHHhqmw+7j2ae+ydpXvBGlOslXslh2BsdyKRdLbN9+PsUnn+Oxx/ex7arXkEpnOJGv\nYmWyEHK9iwfw5UHcjjHONQQkpb+/v06Edu/ezcDAALt27WJoaGiO+hNGQGYCBOSlWfogn/DfnTt3\nsnfv3qbmsD179tTrFzWZLReWJuX4JpfwFlTW8olGg8PynNNnv7bDZCLYZ1lWfbp60zxk1k9E+6Qg\nugX7Z9UmwVIK22qt3AQzb8AjQP6JXh6hyMyBQ21wndFrDa4rcFCNbuF2iPofuUYaNiPeNGtHg6O9\nCNQughaFURZaVMMWzS+sXIUlzvB9OFM0mEiVN90/mI0353eTNp/PNNisrGbtNt/1NEwfj+QfPjf8\nHIdNi0opbNsmmVCIGLQLYKOMhalUyFo1rMoEudIRkoVhjh94il/71f/AoUOH+OEPv8/IicNsWtNJ\nIjXKqdEnKdXG2PfsPYxNHWCqcJxErkjPKmHlmq2kk71oJwGSoL2rm9HpUap2mcyqLJsvvZypqstE\nfppquYhtGZRUWLd+BcdOHSVreimNHqMjcZDiyTuwp06SKmdImAyZDk3eaWfPv97OnXf9iJ7ONO0J\nBVVNNpWh6tbmxO1ablXx5Yq4DWO8mNHM3LV7924GBwfZvXs3e/bsqSs8e/bsqaeJYnh4eA4RCkxk\nzY6Fz4sqRDt37mxqRvvN3/zNhllpwd/l/Og4o0lI4RkxxhhcvOU1jPJIhBbmbC6mvkWPNcs/OsDD\nLHGak15CCktAhszsthDqS4SElgqpE60F/CnCKkyzAIbB/vB1vJjQiridLUSfrWbkMjp4L1T/8PEw\n6Q6c4cNEKJyHa2YwVLFQWCaDLkFXKo3MjLEiXeC89Aip0ae5+fpLufUf/xaDRba9j5KjcFWSTHeW\nA8PPs/H8NYwXC0yWK/SuX8mWSy7iqUPPsX94iPueeIK79j7Kw4/9hEPPj3LsxARr1m/ETieopRLs\nuOHVnLf9UvpWbaAt08PqNRtJteV453vfjc500tXXw/q+NF3uKY498kN6dB4pT4F2ePR5B6v7PLZc\nfCUoi8MHn/eCWBvIZBLYtl3vWMKKYowzx3zPYowYZwvRCTADAwP09/eze/fupumj/j/Q6FMUbGGT\nWJgEBaQo2BeQrKC8cNqBgYGG92NoaIjBwcF6HRbjc3Q6OCMzWVS50UY3kIIoluqbMPvV7gWQmzXD\nmVlzVrj8YIUu1RjTpb4s1QLtZoyZNZEJDb5C4Wn98zHSVoNxdPCeU3aEl841hi3EW+cu+7AUnKlP\nUJTMzqn9EsfW6LNlFuEj1ZA+Uv9o24eJdfA7cIQ3xmCHfMDEKgJpjEkiOk1npo3i2CH6exWVqSNs\naZvh4ivX0uZMMn5siOmT42Ryvfzk6DgqDV2sAOnngvO3cv+DT5AvFRgdm+Zd73obO695Fw8+8i2m\np2dIWlmmJkuk7E6kmuHmt7wVIy5f+sZXKRU0CTvF9ESJtMpx7Ogob3rLm/na1/cgHR1QymFmQE/l\n6c84HH3m66y78k3MuKtYtf11WHqU8sSTYM8wOjJBRQ7RtfkCHEuDniWJ4cjVLxZifK6jWX8Rk80Y\nZwNhcSF4LgN/nbC/EMwlQFETWUBoAgIUPR5MrQ8TrCDd4OAgt9xyS0vyFZjMonUOyl0Kh1gszkgZ\nCsdi0dr3yRHB1RrHdZuasFqZt5pdWlhJCXfSgcN2FGfawUTJVTi3oA5BbKEowiaZVmQoaraJ0RrR\nZ6sVFjtgNzNVWpaFbdv1GDzhLZzWsjWiNBgFWpGfLNHX1c3IsUO0pWqUTuzHnTzKieef4eknjiFW\ngtfe+Gbe9u73UpM0rjpClYMcPHoP3Wsq9G+x0OYEd91/K4dP3ke+PMz45GFGRoeZmpjEMkk2rtnK\ns088x1MPP02pPI2rK0yMjZNJZinky3TmOnj8iUf5ufe8G+kwjBcKVGdSlCeqdCYLdLWN8eSjd+KU\nk8zodvJOimS2l01bzueyy67AqTqkEgkMNRzHqb87c9o9HrRPG7FjeowXI6JEKECY/PT39zfECYK5\nJrJAsQn2R4/v2bOH3bt3NyhHYQVoz5499TKamd927tzZUOegjkE9F9PvL+XdW7IypEP8KfhaD0L8\nV/0p4JZleTPLtK6v+aQQHOUpHl7sFz+KtPEdhUWhxfEdhP2AeeIFw7MM2JaNcsGIF/fH9U0bJrQO\nkxXwozrDUp5jc4PpzDtY96PxPIwAaViyQUUb0l9IdQ48KcGblm/Acr0QeMZXl2pKMEoQsRDfoVtr\nb60vpRSiPP1pbhyf2QHcGIOEpJeGqf++eVJMyGwoTZSRZjczhDl0I6rMRB+qyINomfmVqWgcpCCc\nQpCPaxKzFZUmSo82DX5qHkHy1m8zxmCJPWcGXriqljqFMhkskwOdwSjBmApaqhhVo9MRSipDxSTI\npGwSbpmO9hzDJ8ewMpdSmBmjt93CmfoJGzor5MqHuGzlBE/f/wNSV13Pk889h+saXvfGV1Ip1+jr\nSXH0yLNs7utm/LhDPp8nSwYRi95VvazNdbCyezXHnh5hYlQxMaYpFI6xcuVqRqaOM1boZXX7Wo6d\nGMcudlCtlWlLZ5mYOEo2m+XCC3dw4LnD/N1f/CNTpYJ3y1IJOs/rplJ2aDcpOkeepGP/Z2m/8D1M\nFGfQXf0cKddI9GTo6HQwtkWmqKmlU/6Hh0Z53zO+wvviM+eeK5hv9mJMjmL8NBB1RA7/DRylo4pO\nQFYCn6EAYbIS9vVZKsKzxwYHBxkaGpo3uGNUIXoh350lK0Ot/DKMmRvV2YiAmp0RNV9+zS4y7Mvh\nui6aRqfZgB+0UpYWym/OcZ+4BFvYn2m+Y81MRIbG/WFFKeqv0moLH3+pYSEfn1Y+QqfbFlW9hYr0\nUkxAOT0F6SkSiRptOkF7rY2K3U4NjwhZ1TydKRdTmkbh4swcpTdbQaafZ2NHFefks9xw9cV866tf\nZXqqyPZLLmV0fJq29k5qjiGRyXDrl7+Gnc7w1L5ncLRCo0ikMijb5sTICVxcZsrTTOTHKBQqHD8+\nzuRkhVKpRKGQZ+fOa6jVSjz33DNMTk8wPTPNTLHA9Eye3hW9dPV0s+W8rUxMTZKfLlIqVkmlskxP\n5RERSuUiXd3tlMpT7Nv7bbauSKOqBdLpFJJIU5MEZQ3GStbfi1i1fGHwQnfiMWJEESXfUSJ0yy23\n1ElIYO4Kk5v5FJvwvlZEJgje2MrheteuXQ3T7+fDzp0763V7IU33SyRDzR1VgwG7laNyqxlFASEJ\nzE9zSguNi69oAAAgAElEQVT7/fj/dl23IZpxONfAgbrVhpLZdcf82U4NWxMyUs97nmMw25Daz8tV\nEYfuCKKz7+Zr13OiIzVq/i2afIH2bGUmO10HdKU70CaDYwm1hIubdFG2YBuFqtlUSHjtXhonUznF\n9pUJVGGI7lSNnuQ46fLzbGyborc2xC+/fYAn7/outYLLtTtvYHDvA6zp78cVi8NHj1Es1ai6mu//\n4MeoRIZSsUqpVKVUqjA+Ps7MzAyFQp43vPG1vOaG63BqBksJXV1tuK5LNpvl1MgJOjoztHekyWTT\ndHV10NGRY9OmjezYsYOxsTGOHz+OMYZcWw/pdI6J8Ty5XBerV69lzZpV9PZ1UHNmWJuY4P7v/TNZ\nkydrG09dlSSuSuJanjgcmHFhlqxblnXuxEY4B3DOvMsxznkMDQ01PGtRIhR2XG61BMd8U+PBIzyt\nltkIz0QLY3h4mIGBgQbVqVmaqOoUjWYdoNkM2NMlS2fkQB0mK54y5FfG/1/g8yPSLGzh7JT2WR+g\nuU6vjuPU/TsQC+P6+fvLZASO1K1Ix3z5RQdVPSeT1tL2HBncl4O0eEtsuCZyLMLUm4UWaKhLxMH3\npYaFBoWoA7Wc4RjSoY/iKKHmClXThmssHLHQysWoKtrV9LXZJAszvGnn+WzpS2FPOIyZEuMTJ1nX\n18a6rMO6TI6R/Q/ywB3f4x1vfS35YhXHEjSCbVsoK4GjDYlUhm3btnP06FGKY9NUay6JhEV7ZwfF\n0jSZthSucVi5updsNovW0NHeyYXbziOdsRHRjIyeIpEUch09ZLNZXv2aVzI6eooNmzfx1a98jfHx\naQqlMsYI6XSKZDJJJt2GdsGyBHDo7eug27ZJjZU59dzDdFz4ShKpBFVRiJXAdRWCbnjOgvc2MGfH\nOH1E3+/ox12MGMuF4JkKzEoBApNWQCj27Nkzr5mr2bHFrlMWnBeYwcJ53XLLLezZs4ddu3bVyVg0\n32Z1CsxyYZNZgFYWpdOBLOXE9IotZsPPfHxOwUEelkiD70l9dla9sOYxbwKfH4M753jDv1GNpjFj\nZuMB4bkoNatbwBqdkKIUlBtmlG7E3rWUthHfd8XxY+xofxmP2Zlss2uTNct3oeUyJLR2WDOfoaTM\nBpQMrjmKecuPzJRrRc7q9YncJ7WAhLAYshrNv7ECrcmoiKBojBMUvbfFh/6Z3IotrNpwOZPlJI6d\nIpFLkC9PkUhCRifI6CL92RIDm7Ice/JOzj9/M9+792FWb+pn+9Z+9j90Fx2mQldbkqHhE5RNCrut\nh3xxinK5TNWpoV1PCX3++cN85Ld/m7vvvoeuVNZbnBXN5s39nBo5Tk9PF5VqiWPHhnni0cM8/sTT\nXH75RVxyyTZ2DuxgePgIdkLR1dXBseMTrF6zihUrenGcKolEiiOHj/Lgg4/ywP0P4zgJVq5cSTbb\nxsjYCAMDA+zbvw9tqmSyWex8gacOHmXlhdcyZnpZtX2AGbJUtI1lJzFupe407rru7Gr3rsvYd36P\n6tjBlwQjFzlTSn16iElPjDNFEHV5IYgIg4ODdTNUcM5C5zcjO7t3754z2ysaYTpqCgvWN4sqP1Fl\nZ8+ePfOa0eYjXwEhipr/ovsCiMhDxpirW2YYpFtOMmQjoWUsZgfAgGNEF3L1K7poMqT96c5BjQPT\nW5C/NCEzYTLkRkxh0QHXNa2dhsP1bUY0bNcjJQ4GY82SQoVHiLSRZSVDIlK/fheDbeYnL0qpJZGh\nKBZ6TqSJKazhfFmaaaup8hZCcB3BlrSthnsTKID1309+keq0A9LG+o0X0712M0fzRcZPnSK5oZ+e\nTBuWKdFtJllrneStr1jPQ/fczsmxcQZe+xq+8+1vsrqni23nncf9993Hho1beN/7P8TtP7qbRx68\nh1qtRjKZ4sSpU0xPz3DxJZexZt1a1q5dy+jJU7zhDTcyNTVFOp1kZPQUuVyWyclJkkmbv/jU/6Wr\nq4OhoSFe9/obcJwaHR051q5dS3tHG529fbiuS2dnO11dXd68BFf467/6W8rlGj/Z/zybN2+lt2cF\nTzz1FJVKBSyhoyOLWNCTSnFqfJL27vXsfewQW17xWlT3Rpz2VTjJ9rpp2xiD4zj1ZwVg5Nv/i+po\nTIbOBDEZinGmiC5vMZ+yGMwEC4jMwMBAPXp0+N+7du1ieHi46YKs4XhAwTT4Vggfi8YLgkYiFCZk\n4UCOzcx0rRDOo5nvchRnjQwBfuRh31copOTY+syUIVdUnTIYf8ZRQCK8NHPJTJgMmdB+Iv82xqBJ\nzDk/QHjwDU/zD5DQGhdDTbwV4gO/JsuANyt7eZUhpVRDcMiAaAZtGvXBWioZWui5CJNJkSZe5NH0\nZ0iGospT1OxgK5mXDPWVhnAmnqdTTXHo2cd47Y03c/u9B+nsv4auVRcynqxiKU1WT7JSHyMx8jjX\nbV/BxRds4pvf/DLjE3ne9Z73cde9DzJTKOMiXHrppWSSKYb2P8XJkyd5/shhBItLL7+Mq6/ewdXX\nXMMTTzzFdH6CtrY2Vq1aRa1Wo7e3l3Q6TTKZpFwuUy4Uuffee3n66adpb29n27ZtXHzxxaxcuZJa\nrUaNqn/fXD8cQBJMgjvvuJdHHn6SkdETtOe66OlZyaOPPUmxUCaVTaFNjbb2LNlsFqUNxw8PceTw\ncciuovuCa9l83dsYKgi2Srb04Tp12+/EZOgMEZOhGMuFsLNzdGmKAIFvULCMRjC9Par0hNUdaFxw\ndWBgoJ5HYNoK0GwB1kDpCX7v2rVrQSUr8FdaKhkKECz6GnUWj2KxZGhZ1yaLwpjZmEJ+tZYlP/w8\nGxyNZa560Oz8wFE0TBgW01mFB1fbtps6fNfLEUCp2ejXnGlIxOaYfQhCfltn6ER2+nX46SJ6L412\nG/ZHUbM20LfaxZoc5H3vvIJyYYg1qRJruvool5OMZoSq0VTdFDkrh9I2u973Af7qTz9GcWKU63de\nzw9/+CMqKsPITBljDLf/24+44pKLOXX8KDfccAPHvjTM9de/mpve9EbGxif52le+wrvf/W6qbolM\nJkOlUiOVSiFikZ+eIV+ewRjDwef34+oKp06d4Omnn6S9vZ2JiUnGxsY8v7q00N3dSW9vLxdddBEd\nHV0kbIvzzrsApyY8+liZTCbH2NgI5XIZEWFiYorung7a29uRZBbLqbBx3Sq6U0kOnZhh8ujzHD30\nE2TFeQ1Lt4TJcnh/jBgxzj6iPjXN+jpjTH3afECEwtGlA8IRXmssWAg1MHMBDennIzbRpTqCtOFz\nwipRsD8gWPPlHb7eKFFqZblpdnwxWJIylFmxxWz+2Y/XRQBX6wZBQBnV8GVZ98VxXRKJRKNjJnNv\npBXyKapHBA6lr0qNYPV2Y3wlgNnlA1xrVn1xXbdBzQFvhlfDxUdmbWnXzPFDCqxPSe07PptZRcqI\noFFe9OiI8hE1U7nY8yozypRxxcKQQKPIWgmknIf8OPnRYdov20G1NENbKsnIRB5pX4khgW0qZN0i\nZUk15BctY0GiGA0PEK2jUfOqRnpB5Wd+M5oVIcrRMlqtdVe/T76qCI3O58F5NaXI2QZOPssFiXFW\nyyQPP7YPe8MOkmu2k+/s5+REgZ4kbLZO0j31KF2c5J777yFpLLZu3UpXTy+FYpmpmQLFUgVXG9rb\n27n++qvIZlJ0d7bT19dDui3LvYP38Z4PfBCVSDN+eIzu7g4Stss/ffHvEVMlYSs62zvIJFN0dnZi\nJxQrVqxAa4eJyXHS6SS27amlSbsAKFLpDnKdK6nUbLRpo1azuOPO+5GM5t579iIkeej+R9Ba09PT\nxcoV3RSK06TooVApk8ja2FaNUmGSVKaLGVlFMbUOteWG0H30I7n7Suqpf/3tWBlaJrT4ao0JZ4wl\nIbx6fDgAYXhcbRYIsZX6EuQXVn8CJ+somjk4h1e3b5Z/+JyoSS44FlWnFotmq9c38SFalDJ0WhGo\nw9Pnw/+O+tUEX+3N1hFrBlfA8f1uHIw3Kyu0hfNejCKxkJ9PQLrCs96C1d3rCovxNgeFg6JmhJoR\nRCVQYntf7mrhqeKLh0/c3JpnDkvauJN5CnvvoefYUUZuv50t6SS5ahXRDq4Ryk2IwrmO8H1ezL2O\nOlQHz18QZRqnSrVmSHatpdS2llOmG9O9gcP7DzKZz1OTBJZboTtRoTZ6gNr4IY4+8xhvuO5qrh0Y\n4K03v5329nby+byvvhhq1QpPPPEEx0/NkEh2M3x0gnSqk2NHTvHOt+8irdKcHDpOd1+G6ZmTTBVG\neP1N1/HGN9/AjTe9iksvv4DtF29h9fqNdPetRRJpRifzrFi9DsfYTBUquKRIZrpwVYaZiqHqKsRK\n4QpIUrF24yruuONHXHfddYhxufzyS0mn03R0dNC7oo9CscTE9ART+Wkc7eK6Lh3tXdjJLIeGjuGa\n5osKny3F76WOl3u7Lja2TIzWCBOKaHsGRCgc8Xl4eLjl7C2YJSKtgiyGEc57YGCg7lMUDqDYSulp\nlmegFDWLdXQ6QR3hbE2txxu6A0KkI2aasH/NYmLD1P1/glhAQoOZrT51X7yDS/ZraeKX0+B7oqSl\ngqLF9qJVW74ypA2CRhkNUl8V7bQRXntLGSjVKnRnUghZEuv7qf3oNkprVsPEBG2FcQoJqGBTtRVV\nbJIL5n9G1fupY6kPdPjLKLy2VkBOU5ZCi2JG5ahWXDpTCSo9aaicYjqfp6eWp4dJVpkKpYn9nDz4\nCKt7UsxMTnDh1a/h+z/8Af3rN2KnkhTGJxgbH8dxHK695hr27T/EK668humpKZKJLK951WuYyk/z\nN3/5Gd73C++nVJ4hX5ikp7uDnr5uRk4dJ6GEZDrB+OgE9+y9n3379tHZ2cmzz+5jy5YtnDhxjGq1\nymWXX0q5MsGb3/wWUukkMlMjmUqRSCo0ms6eNm541av50b/9gGt2DLB//3NcuG0rAJlMG1qDLQbb\nVlSrVYxy0Y5LOtdNtitF77pNzDQQSbD89zVWLE4f0a/TMF6OalBMgpYXzZyeA0RJx8DAQMs1wAIz\n2a5duxr8foAGX6HwbLRwbKGA/IRNY4EvUJA/MK8DdniGWjjm0ZmilctEKyyZDAVkQeHPamIuxQib\nK8JkqJmpI4ywP5A2pp53sF/NM9tp3jq3aJDw4qvGGIJIR575zZ+yZ2bTajFe/CCxMMrFMoKcMQ3y\nYRQES1aIxrYtqq7GVhYdK1dzwVtey+DddyC5FE88cT+rX/E6LByUTiLYIC+EV9K5g8ARP2waC6t+\nCTHUtMFVCWqZ1bimSm5tL+tX9JOxFbnqIdqSE6wzeU7WTtJ//iY6enoZGs9z8t5BduzYwYEDB+jf\nuIHxiSkqlQrXXnst73jHzazdupW999zD29/xBnIpiwceuouezg7ecfPrWNGTZnImSa066pk1E1ny\nU4fp7uzk8cef4vOf/yJtvRsYGxtjbLpIyVHsf/4olUqJbDbLM88NI6rKgcOjHDh4iDe/+W1s3trL\n2MQ4HZ3t5Hpy2JbFNTuu4umnHmfLeedz+NARqq7m1OgohVKFpICVSmGMIZvJ0d3VxbSTZOK5/ay8\nMtu0LWPEWE6Ev/4XO008xtIQNo+FTVZDQ0MNRCOcJogUHTaLLURcAwIUnonWKip18O+AaAXlBYhO\n/V/Ms3E6ztaLwdLtK9o3A2mD5UekVsEWWjfKGC+woG17fCtsKgvMF60k+ahprZlTVPi8YAAMtuig\n2Mq5qmEmmb/eGb5pT2vtrTUm4gUwKuexdIWEGIxxMUbqM9qUoWEpg7CJMGK7rF//nBsR1B9B/LZz\nMdSUhWMleUZpuPA8stvPA6fKicMHsWwbqbmkFpjJBcHsvtbbYsx80bafb4uiVZpoua3Kjx6P2sij\ncYWidTVGSCjBshI4pCjZHRTIIHaCtG3onX6K7ukneesr1pKiQKK9i5Nlm0m3DYPi7nsGqTma7Rdd\nwnve+3NcveMVXHPt1bTlMjz+2L2869030dub5vOf/0syaYeungSZNs30zHFOnczT2bkKMVmKM5pc\nbjWf/eyX+KcvfpNMcgXFQhWnBvnpEpWyS61qsK02hDSVMkzN1Hhy3yGOn5jmD//Pn/G/P/bHgE2p\nVOLU8WNs3riBNatWcv4FW9n39OOsWr3S89NLpRGVJJVJkmnL0NPTQ7FSZWq6QE1b9F55LRWVbnxO\nQu/uYs3bMeYiarZd6PjLxTQZk6DlR9g01kqBCUjLwMBAXdmJzkyDWVNZVJ2JEpg9e/bMq05FEZwf\njUEUzDyLxkWaD4slQUu2LixFZcmu2Gq2vtObWh8E/AvHugkiOAdkoJlpLOzcGh7ARBqDIgZoHBwd\nZvmb74gcim9TC5UbBI8LT62v0ejAHThaB/+uBIH7jO/MbUB84temC1Q1VEmhkxkcFJZAwrgo7VC1\nrIaBOlp/La2n7QOIagwlEL2RNWsGq1akwzaUZqqYVB/G7qJcrpK1LKqqURmK5r+QkVIWeg4WiCMU\ndaCeaxpoPbAaY7Blabw8Sjy1cRp+u67b8GxpV2HjogWqVhbH1aRMkRWMkaqMc974j3n1lRdw753f\nI9u7ikly5Gs2pVIFy+Q5duwYaMN73/fvcCplLjj/fMrlIls2bWb9lh5OnTzOPXf8iNe8cicdnTlE\nhGK1hrKTFAqrEGVob0uTSipK0zM8+MAD3Pavt1GruhwZOUGpVMKybBzHQbvg+iHMc7kcdptFb28f\n7bleamWXRx97hF/51Q9x/gUbWLtuBd/+yjfp7OzkwKGDbNi4iaeefob1m87j5MgUtapmYuQ43b19\nYCxGTp7CttPsG57myrf+e0bstVRL5Xp7un7QUPBU0hNf/wiVkQMviVH6xeBAHe0bmv1+uZnQYpw5\n+vv7G2IIBViMs/Tg4GA9YnSQR5C2FeFpFZ9oPoRJV39/f91fKFi6o5Uy1GrqfTQa9Tx4YRyobV/B\nsGRWCTHGINos+IXT7Mu9Tha0xjbSsFmaxt+W1bA1Q9RvJFxGuA5hJ9u6WUWaKE/aG6hNYZQMVdpT\nkFC6HvG42UKtQfnhrZm61VjxJut3oXDxlo1wKn2o1EbK1S4SmRUYSVJ2XCRh46iFTWQLrtt2lhBW\n8BZK10BuWqxdFkX9+VI2CpesrpA1JZK2Jm2DWy1yYugAK9euY+/DD7PzNa8l1bOavCNMTI7TLSWG\njx8n3dbGdde/khMnTrBu3TpOnTrBjTfeyLbtFzJxcowH77mfG19zI+vXbkRJmrHxIqNjJUoVRWd3\nmmotz9FjB3nq6Ue576G72X7x+Vx82TYOHNxHrVLFuBrtuBhXe+ZgAwqLdWvWMzM9wzNP/YTnnzvM\n4N17SSVz/M1n/o7STIU/+vgn+Jm3v4P9+5/l0UcfZnDv3Wy7eBvDw0N0d3eTSKbpXdGDlbQoVko4\njkOpXKUwNUO+VGG6VGswJ0bbPMbyYTHtGROhGEtFOF5QeKZZs1ldYWfpqK9PYFIL8mzmezQwMHDa\nq9Y3W/csiJYdLj9qplsuH6KFsESfIVNfPR6oOxwHr2+w3tdCM6rChCNsVrOtSHUCB1j/Z20xTtj+\nlPpgSYEGJ2rV+NVljKnX2XVdxFYY42ldohQEKo0SNq9bxfCpccYmZ0h0rkaSbfOGTQoG6HpbqEU4\nThqFMm49JpH2Hci1KBKplTiFKTJWDtwKyk5gjKBxEaVR0bgB5wAayHGT5T7mQ9hJ2lOG5kbcDhNt\nbdnYxpCghtFCzWhs2yBulcLEGN/+wRO8/aadHBmZZPWmrfSc18Hgj3/IxKEn6F3Rz6ZNm7j++uvp\n7Mixf9/T/Ow738H42CgPPPAASWrs3HEduWwH3/j6t3nu4AEefuwpMu2dvO8Dv8jlV64imRLu2/sA\n69etplzJc+ddP6S3r52aUwFl47rBzEaDUkIymaRUqnDs2Ana2tpQUmPo0CE+/OHf4bbbbmPb9i08\n/MCj/Pp//g2UEl45cB29vd3c+8B9AGzZsoUjwyNksz1MlkaYnJikWKh6Jl3LYu2WrdQcMKkECjdk\n1qVhIeQYZwfLrRDFitNLGwE5CftmhZWbcPygsH9QVHEJ8ghI0u7duxsIVHgafVhFWizC8Yx2795d\n9yEKFKH5ZrFFsVQH6YWwpBHUiKBtBf6mfUk9IB81o3EFtBK0kvr0+Ppv48UlMsqP06MELIXYFiph\nN0yrD0+vD843ZnZ2kDEuSgHigDgoS5MQRUIUFoKFr/rYFmIpUJ7SZCHYYqHEAmPhuOC6FpBEGYWt\nEthi+2UJlp3EFUW/OsrAhiyFe/+NPmzSThLjJimKxUxaMNggCUQlQRJoY6GNVd8fIOrfVPcjMoJo\nMFqhtIXSFglXSLqQdjRWbRjLzlMUl6KycbQhZVzSBmy3uUoW9l0K2sZGsAz1v0obzyRYbzVvi646\nv5BPkLXAfws+iL7fmYhglKAtwbGFmr9p8Uw4jtENz1HwLAX1NFpwHYPxEiBYKLHRUqWqDAUryYxq\nQyc6cEoV1mWTZGdOMT4yzHNHT3DgZIF7B++nOHqEX3rv23nDu9/F2266jlftuJz2TBKn4vDGm96E\nUyvz3e/sYdsFK7DSwrGxEX7v43/MN753L/uem8CoHqamXD7zF5+lPDPOFz73edpTqxk/XkNXE9x3\n3/38856vQ6oTlAuWi6Ndao5GlI2jayQzQrEyzonhCWamioDLihUppqYOsPPaC3jjTTvBLaJsm+mZ\nGbZvv4RtW7dx/5130522uWBdF7XJA2zeeD3ujIVdrVB2qzw7WSJ34TVUpY3uahWYdTbH1d57osFy\nQ186MZYd4dmOwe/w3+VEMFjGs7peWgg/K+FgioODg+zevZv+/v66CS2aLliSI/DXCfyAwsQjTKDC\nf4eGhpZMhICG2WlR/6ZAdYqqQ82e2RfC92xZ5YS6I3VoEwBjvI2lOQvOdbq1GjYv8OLsvwOH7cA5\ne6H85hyPdPzeDDKPgT77vDBdTELapTB2P8nyg3Q4B+l2i7QVE3PzWqCsKMIO5+eCeWKp17cYeCpY\npJzg2AIxoxZfHz8IY6VMOmnjlAvYuKxcuZJiocpzzx1keOgERiuSqSxbtl7Ia199E27NZcdVV3DV\nlRfwk2cf4vu3/ytvffNbyGU6aW/v5CMf+SgzMzNMT08zMTHB2PgoAJ/85J9w5z330L9xA11dXbhu\nhecP7qenp5v2bAanWkO7ikrZxVJJcrkOHEdTq7k4Nc3MzAzZtgQJG/7jf/ogt33rG/zJn/x/bN64\nAWVBtVzi+ecPcs89dzM9PcUNN7yGdDrFo48+Qj4/zSWXXMzVV2xg1co0aIdyyVCt2ORyqzEq1eBH\n19yUfCZ3NMZCiD6vL9S7fzoDV4wXP6JqX1RB2bVrV0Nk6ECFCS/nAR7paaa+BGkDR+cgn9MxXQXq\n1O7duxt8lsIKU0CQokt7NIu8vdzvyrKSoflmFYUdmYO0UQT+N8HmYhq2ZnmHfZBc161/4TqOMyf/\nhWYsBctn1NP7VTRKsNZexXf2Pk1yTR8zEz9h7OC95I88jBk7Tlt14bZYTNuFTYYvdiw3GWpGhIJ7\nIczOQKwHUVxyfRpNP7Ztg1vlwDNPsronx6ZNW8jnC9hWmmLZ4ctf+QZ3330/R4+Pcu89D/HLH/xl\nKsUJvvmNL9CWqXL9tVeSS7fxndv+jVv/5SusWb2O0dFxLMuiWCwC3sv/a7/2a/zzl77MlvPOZ2T0\nJJs2rueKy7aTUA6TU+N0dnZSqTjk2jrp61tJpewiWDiOR4Q6OjrJZmwu3LaJZEp47/veRVdHG8kU\nFAvTjIye4NOf+jNWr1zF3XfexdNPPsUHfuH9tGWyPPP0PvrXraczl+cdb7medMpmRe962to34JDD\nSudw1NzZj8tNcmMsjOg7v9x9gMjstOvA9yNWic59tLqHwVIce/bsmTOdPnxeOCBjMwTBFIM4RIGK\ndLoIm93AU5puueWWuiIUXj8tiH8E88cpWi4srzJkmm+iZ5exgMV//cwhLxHTjdFSN+sYPZt3q/wX\nIkMS2sCfZiyAEp4pzuAm27ngmtfTs+pi2to3MH1ikpOPPMjQ8L4ltlSTuvlmxKrrzCGFi5g5f86j\n1TUGz1DYyXcxATyj8FS/2YV+LQGcKvnR46RMlWwmRzabQymLrq5uEqk27rhrkKGjJ7j5be/kxIkT\n/PD73+HSizezdk0n2YzFsWPHGLz3YUZHphGSODWX8fFxtHYolQqek79RVDU89MijrFmzipmpEdza\nDDuuugxTqzAzNU06lWVycppPf/ov0FrT0dGBiLBq1Souumg7Rpf58If/C9decxUrV3QyNn6SlSv6\n+PKXb+U7t32TSy69CESzavUKjgwd4qmnn6B/wzpWr1nJZ/7yz0nINN1dNtl0krHxAtsu3kGpYlF2\nhExH2xxn/xgvPQT93d69e5uuGRXj3EYzpSZQfqJmsbApKmoWa4VAzQnMZM2em/mepcA/KEgXxBwK\nz34L/oan9zcjQS9UeIal9Xz+SBIMSCJSN0sBc2b4RGX36NIXYVXHGOM5TDMbdDH4d31fJP+wzT2q\nrISVhOhsriiCY7aysJXVGMHYr0u1A7KXbudoMYvbfgVd617PmsvfRG7HtXRv6arX53SVHY1BLIWV\nsOs+Tka8/UEYg3BdF0J01l70noT/3ZQYRhSC6HW1ig8Uvh8LKQwNdVLSsAXLoHizqhpnnIWvrdnz\nFqSJxn7yCJc34KeSNknRJKUKpUmGjhxiZmaabHuOialJXGOYKhYRO0Eym8ZOJbniistYu3oNXe0d\n3HffA/zJLX/G6rUbEJKMjExQLJZxHIdqzZuqblkWk5NTnDg5xjdv+w6JhEV3Vxsb16+guzNLsVAm\n195GtVqlr6+Pt7/97dRqNbJtaa6++gpeef1OJiZH+Ndvfo1169ZQKeWxbcXY6Ajvf//P09XeQS6X\nwzguKTuBhdDV3sHDDzzIow89zM4d1+BUqvzWf/9dlIE3v+mtzJSqJNI5sFOIUpRKpQVn5MV44RF1\ncNunQUEAACAASURBVH6hFLqgjMBkEsf9eWlgMYQmICHhBVkXa+4K8g98jMJmrgDRZymsQkWPBaa2\nZuUHBC0gVwEhCmbKvVCK9Rl9BkbJiGL+bUGfnQXMaFGfIa/6s1uzKezNCFgrc1vdLBOQPj8fLWB0\nDYOiZrUzY/cxarqp5taiulZTCvn5LMVHaKkE50zQ6tqXYsab/94sPehilKg0LPqrPEd4ZQB37kB9\nuoNFQIiq1TId2TRUCgwd3M/W8zaycWM/heI0PT3dGDG05XLUjGaqOMFMeYaZcg3XsSnkNaWiQzrX\nzk8OPUelrJmeKlCruf4z52CMW3/usu1dTOVn+N7t32XdmhWs7G3n/M3ruf6Vr6BcLFEsFZmengQ0\nnV1tbN26kWTK4sabXs3bbn4jx4aPkJ+aYPv27fzD5/6ePbd+mYFrBigUShTyRVKpBI5TRcSQSiVY\nv34ta9as4vbbv8vll1/Keeefz//zX3+Hjp4+Lr7iMmpUEdv1YjNpb+5i+F2JzWRnB83ae6GZuTFe\nvgg/L62IRRjhGD/BOUuJ4rx79+56OfOVFxy75ZZbGpy3A6fuMAlrtRhsoF6Fl/No5ju0nDhjTbxV\n/J7FbFG4Rjds0Vg4SyFTzfa1GojDv1Wk3wkG6FwxQ8ZJYiuNkyxS66hRSQs1K42yVrUsf6F2C85b\nKEL0mWI5yFA4n4XyX0r50Eg8w+coEax5Vqxf8qBtPKf4hLIo5CdwKyW2rFvBihV9XHrxhSgFq1at\n4JJLLmLTlo2sWLWSsfxJym6Zjq5ecrmVPPHkIb73vbvo6OmlYmoMHTmOiIXrGG/9r5BCqbWmWHZo\ny+b47ne/Q7k0Q3dXO6Vinv/4yx+iWCxi20Imm8LVNX7pQ++nXCnw8T/8fbaetwkRl8cff5xCocBH\n/+dHELFYu3o11WqNjlwHShIkbBunVkMA7bokEwnaczl6urvRrsuNr3sXF267nD/65J9yzc6rOTx8\nAFE1MFVSlj33XsxjSo7x08X/z96bx9lxlne+3/et5ey97+pWa9+sxZZsqWUbLzLGG2AgGEi4YZIh\nIQmz5BMnmZmbmZBkCOQCiZObuZN8QiaQMAkQnAzEZMFgvGIsr7IsW5Ztrb1pafXeZ62q971/1Kmj\n6upzepFtbJH++VNWn3Pe2s+p+tXz/J7fs0xIl1EL0d9nWAcUTOHUVbgz/MUI6sPeRYEmKYqwqWO4\nJD8cHVosoQnGBcsM3KvfrOvSG0qGXvfGLKhdEPNO0W0IIkW1ljeHOM1zjBNFm5grMaWDNqdx5ASe\nUUAbFtpNzVrWxRCiSwFvRrSgGiGC2eaZb0ZbCMdxUJ5De1sLDXUZDr90iKnpScbHR0nXpdi6dQs9\nPT2sXNnN8MgQp8+dRmlBPF5HOtVIW/sKzo2MMjDUTzweRwqzKpnwqxxNZnJZ6lIpUqkEE6PnKeSz\n/OZv/iae59HU1MDGjRvYuHEdbW2t3Hnne4jHY5gm3LjvOkZGRvjyl7/M1q1bkVKSiKeoS9cTiyVw\nXUU+n6dQKMwiNUopEokEnufxP/7HX7B3zw3s2X01X/nrv6KuPoHGRaKQqFmpZCHEMhl6m2E5SreM\nhRDtFh+QoEDwXM3I8GJ6e4WJzDe+8Y05n991112zdD7BdgVRpYvBwMAAPT09DA4O8iu/8isXtYzF\nYIk9EKh4vGDIileQh8ZRHgg1axJSV2rBgnYTSmuU9v1itBR4xoVJeAKpJBIDiV8ur4RESwMtDVTk\nP2EItNBoX1iC9srpsPLmBhfzwJ/GMyRSGkgElgJLKUylELgI6eGZAlf4Gh1pGGhZvghJwXSySN72\n8LAw3AxWIYXl2BiugzCzKClxtMbFbxriCTFrMpU/GVogtcAwTKRpoqSsNBmJToYQGEIgtJ6lIwr+\nnS9qFp0WEo97Us2alKFnTdr0xzi4OLiVMdoEbYIr9LxTVFTv+z3JShrM0gIbiS183VZw3pT0DRJl\nXIFlEDNj1CFocgukVAFpxyjZKTCk708UqUQMvKw8wyRNAUsqHJEgY7lMHHmQhgaYbO7Ec+J8/3s/\nYPz8JN+7/wFeeeU1tCdpb1tFk8xQGs8jlcdUbpJ0c4ZMYwOvvXqSVLyZmdIEHkUczwVt4pQEyhVo\nT2GiSHsQx2JkosCf/fV3ydsb+ejH/4Bf+8+/xQfuvI691+9h8PRx/uunfpVrr9vFxo29PPTAd8iO\nT/O//vjPyWUnWLVqJSVH09DchbLqIdmMl6xj27XvIBlLUZeqx3UUlhnzqyk9D2kYJFMptu7awKHD\nT3LZmib+y0+/k8mn7kUff4y0KDKtE3jE8bSJJcDwctgUMSiVGxcv34TfasznoL+Mf72IEpxw1Cbs\nLP1GIhA9ByXy4XRZUCkWNn4M9yGrhiDqMx/CZpJB2u3NeFBbcmRoPt1IFGGdTkVXFKSjFnGRjWqA\nqt3gw+8TkJdIGiwwYBRC4HlexXl6vtTPQhedcEPYxcCV/uSFtDFlDvfGlvRdJBba36X6/Czm+C0U\ntQtPdiyNm8ujC1k2dDYyNXQMq5hFukVwnQX3zwC0NEAYCKHxijMop4gpDaams0hTY5iC5rZm0pkk\nzzzzFI5TpP/UcRKJFLF4grNnRxgeHiaTybB27Vq2bt1KMZdnboRSVv7W2ierSgsampr527/7Fj/3\niV/iOw/8I5PZPNlCiYZMHb/6q79CZ0eHL+I3TVavWssXv/i/aGnvwBMGhZKLNiRaQDIZp7Ehzc03\nXs++666lqa2FRCZFMp2i6BTwlP/A4igHaUk6OjpIJGL83d9/nfGxs/zUh97D8Rd+QG7oEBlnGNOb\nwcBBSYMSMUpGEkfEyudtOTr0ViN8nVqO2F36+FG0lwjbKIQ9e8I9wC5mOwKiFSVi0ZJ5mJ8IBaaL\nYaH0Qgj3THszCNFFkaGlPJGEUwfBaxlaRlSjM++6ykQnmMIVZ5QvFCpqIFcu6TeFrErOolqJ8HoX\n0sAsxQ7cExemcC+wwO33rcYcsXuomkv4JXWzqruiny8kno8iXMlW60sdPvbZrEsynsRy83TUmeTO\nHCNjOMQ8B3Mx50B7KC1w/RAihpdnZVsDmVSCrhXd2LZJMpPEdUtks9MYpuDIKy9y6sQrlBxNfX0j\nSJPhodM89ODD5PN5Vq9aSTqVmHe7tdYUHJdcscTUdJ6mlhY++7nP8+gP9/PAw49xx3s/wLtuvokr\nd+3ivvvu49SpU3z969/gq1/9Olsu24brabSZQBkxhGFg2Tbr1q/ihuuvZVXvCrpam9iyfQeJTBph\nmWAZKKFwnCJCgtIejnKxEzZbt23m6aceJT82wO/9xi8xdPB+8scfJcUUljuJ8oqUZIyiTOAaMYQI\nmxEs461E9OFvGZc23khLg1qkJtD1RKu5Xi8ZCyJCgRg6aKkRaJTuvffeynqrISBBwTYt1rsoEFUH\nabe9e/fS19f3uvYljCX2JvOxWEIUlLiDX0Zt4P+gPcpePmW3/1qEaLFPphViFZT4lzdNlfuUXUib\n+foIlMZzvVlaFF9nsfgLvxACvYTxQeswqUHpMp8LmQpeKnijLsRzU3ZzI3Phv4WQaO2SjJv8n298\njWTCIjs5htXajIlY8FtiGgIhLYSwsICWlMmxwwcwuhvp6ljJuhUtPPP8QdasWcfUzDT5fJauzjZO\nnTzGuU2bGR1VWIbi+PGTPPXUfgwjxtVX30B2eoaFnimUUnj5PHlDksmk+Juv/S2pRIzbb7+N7hWd\nJOIWx147SltLK/fc80f09vbSvbKX0fEJ7Fickudi2TbpZIKtWzazetVKYpYJyqVYyHPo8EuMjI3T\n2tqMkJpSqYBXcP0qs1KBbDGLLQXpujRxU3Bu+CixuM3P33UdLxw+TtyaYFJLcpgoO0kRA12R7S+T\nobcTwiR7mRRdmrgYrU4UQohZRKCaBihMesJpq3Az1osRUgfC6YAEBcsKDBSD19FIUeAmXS2CVKtj\nfRThlFyAQFP0enFRGZqwzxBc8HSJ6lKC94AKCQFfLyKEAK1nRxXm6e6u1IV+VIEmBENWNCKBdsnj\nwvoNBEJphNLgqUpqC3wH4vAFJVxSrLXGcZxZ+xIWmQYEzzCMmt420WOhyjcVXdb7uGVDRw9dSetV\n0/gEyw3ei4rMo6m++aJd0dezJq3nTGHtkiklhhCV96Kvw+aas7uc+VM1zJcmC96veEgpz0/9GBat\nvatp6l7JmaEznHvmaQr9/TX3vXKOPZeSqyl6oLwScV0grgtMjI9ScBX1TY2MTU6RStfRs3IV1157\nHTt3XE57ayNf/9u/5+jxUzyx/2nq6ht5//t/gvb2dr7+ta9x+y23ksvlKBaLle/W9HSWvr4+isUi\nsVgMoTwy9Wl2XrGDT/z8x7nmmmu49dZb2bFjB7l8kbht8tjDj/DMk09x2WWXEY8lcBwPx9F4SmJZ\nFiu7e7hx3w2sXbuaYjFLpi7FwYMH+e793+OWW27BsixGzpylra2NRDyGKWDgxFHaWpp5/pmnqUv7\n5oqu67Kiu5Njrx4iO3KKO667nGRpiDMvP0ajMYVROE/acIkJD6Vcn7Uv422B6ANC9L1lXDp4o7U8\n81WSBVVYAYEIxMjh0vUoar0fpKjCDVbhQpqs1nx79+6tKvIOk7ho+i1IoVUjj1E39TciQvSmt+OI\n3qCCaIjU5UqhBZxvg3mllHNEw7WmABUyotScrujVtjf6XpjYRDGfqWO18aaeSwwUftrMqbLrC6Xp\nolhIID2fPgqqp7nCRDWaFpszwaxedLNVNK9/f0wcXAQT2sJt6oGWXrp29lF35R7iK+c+Fcwhjeiy\nEN8XCp8fOsHqriYa6+s4/Moxvvb1bzAxMcWBAy/Q0tzJ5ESWNWvWsnnzZhylee7AQbZtv5xCoUB2\nahqnUMQwDJ56cj+maaMUFIsOpZLfBubgwUOUSi4zMzl0Kcf73n07a3t7eNe+G3jH3j723Xg9AJOT\nk/z2p36L6akJVq5ciVssYdtxZrJ5Uuk6GptbuGbPbq67di9J20Dgkkwl+NKXv8xkNse7bn8Pq1eu\n4p037qMuk+Hc8BAvH3oBXSyyqquLHz7yEOtWr+S+b36LXK5APF1P3lGsXb+BoaEBHv/Bw1y7YwXx\n/BDP3v9Vuo0ZErkzyPwkiZjFEoKfy1jGMn5ECF/jw6XyYeIQTj8Fjs9RLLZLfECwgvL6aEuNKMIR\no2p9zwYHB7n33nsr74d7koUds6vtV/BZsB3BvK+XEL2pZCjqGB2sLEyIYOE0UTgaMx8qUaKwzAjm\n1a1Uc00O1rkUsWI0IhEQpUo/LQRmiGBo4afOPAlulcrxpZKHxYxfSAM1H4ldCEHUKjjvr3d/oufG\nUAVEzMKx6xi36jmrk0yJOMqOYdjVG+WGIbVCI0GaCKEZGTzF2p4u3FIRTwmUMEGYaG3zd/d+i4ZM\nE4Wsw/TkDI1NLWhpcPToUW64YR8dHR3cdtttCKUZHj5NqVSatc/xeJyxsTGSySQdHR1c23cVq3u6\nuPLybdTXpRG4HDzwHF/80z/hf/35n7Fx3XoaGxvJZbPE43E8zyOTqae9o5O9fdeyac1qUrZBOhXn\n6GtHuO++b3Hl7qu47vqbSNY3Mzk+wdreVWxau55/+Pv72Hvlbl556UVWtLfTt3MnR144hFDwwPe+\nTzbvgplidKpAV88azFiS7//DX/POPRu5o28Dx5/6F+rcUZoTgkIhB8vtOZaxjLcd5hNA10qX3X33\n3ZV+X0vt9RUtz4+mxWqNrxUNCjeQhQtRoe7ubnp6eipRofA+1tqvwMRxcHDwdRGiN/VKt5Bv0KxI\nRhXSUU3kfDHrrzV/ENUJojzR0PN8gsWwsV41wjSndUg5gmJEtkWLN0aVsdCxvthjGMz7VsMywPUU\nGBYoC8dMksfCxcDTc8lX+NxEz6MpJLYJE+dHSCaTeGhKRRetBNMj57GsOP39gwwPD9PV1UU8nmBw\ncJgXXzyMUoqtW7czMjLiL9ujQniFEDiOg+d5uK7LHXfcQalU4o7bb+XqvXvYsnkjw4P9NNbX8a3/\n8/dkczPs2nmFr6MrOTiOg+P4kaVNmzbxjne8g5aWFuIxi9zMNI8+/CCDQ/3cfPPNbNq0iWQ6Q8n1\naKpv4Df+7//K/fffz8Z1a/iXb/8jv/5rd/PYQw9TyhfYuG4d7a3NCMPkvn/8Li4SK5EmVddIfVMr\nXa11zIwOc83lm+htSfHCEw9i6QKGGcT1lvF2xuv5bS/j0sVC2qOgsWowNpyOWqjkHWabHobnhwua\nnVqELEp2grFBNKhae47gvaBhazU9Uy3HarhAii6WEC2ZDAWpHiFCVV3Sn6KYo5sJ954KUlH6gt5k\nzsaVNT5KKTzPQ3oa7SnCsfuwhshWAssD6YUawwoBhvQnpdFC4KLJeQ4F7eHock8rNVuQaEiJicCW\nBjFhVJygg2owT4KSwn8NaEPgCY0nNJgSJZk1BX3GfGKksYTE9DS2BzFvNnGrduwMIX3/HeUfA0PI\nSsTLlMasqi/tKSSiMo8hJI1uDkGRoq0pmBrDzdNQyGN5UIxnKBlQMi5YAKigN5pS4KmqkZ2w5keI\nC20opAQh9KwpiujygtYbgcYrqjkqqiQx1yWWHyPmThH3Slha+2X1pUJlW2ZF40yzojsqGSkcYZHx\nxqh3Bkk0NzFgNzGdPUPL6FNgKnpWdrBxxzo2bexi+7a1vHDoWaxEnOETL2LIAgNnTzA+M4hwBljb\nLli3Ik0yaVKXaSprfByUUqQzMW68qY9nDzzKlq0rufl9H4REhqbuHo72n+S3f/fTJDNxmhtTlPIT\njCiPnGlhJlJ0dHRw8403cNXOrcRtjRVz2f/80/zT9x+gpWM1t9/2k6zo3IgqSepiguf3f49f/Ni7\n2b6hmcmJk/Ru7OLDn/hpHnzuADv23cLNH/oZWuvrWde7kp7mRtrrbL73D99kZHCQqYlpikWPbLqD\n80WPx3/wHW65opPbL2tg6Ad/xwo9jVcsLPUSsYw3CdEKzGqR7WUsA2YLmMMEIvDqqdZbLIru7u45\nwuwgIjTfesPC6uC9atGg8HYG6xkcHKSnp4e7776bnp6eWVGf8HZVQ1BhFiZESym/XxIZimo/Fhy/\nQGokemMN/g1Hc6ppeWpNATHSUswSVLta4ZYryYKxpmkuavuiKbRZPdZC21UtzbbQFB0XIBoRC5YP\nF+/IfC5h4ylJOqtoyuZJWx75ZAlleaRK/tcg3JtNciGdWQ1R0vZmYzHHct75pW8C6gmJK20KpDlx\n3mXNrnexY997ScVjdHa0sXP7NlZ2tdPWVE9HayP5qQm6u1awuncVthXj0Asv0z94mvMjY3zowz9J\nNueCuNA0ZfeenSjlcuedd/LVr36VP/qjP+J/f/nPKeSm+PM//RMe+v6DrF27FtOOUVICDJtELEZd\nfYZdV+3ippv20dHRjmFIiqUCDz/8EOfOT3DjTbewc+cubNvEKeVJJ23+y3/+NV547mnOnhvluQMv\n8Iu/8O+YnMxy5MhRDGmzZctW0uk6mjvbKboOmUa/oXA+rzl08HkOv3AQXAdbK7o6W0mkLQ68+gxr\nNrfykz95A/u//1ck7Df5xC5j0Vjo2rKMfz0It7YId32v1jMs/F4QmQkLqqshIBbhfmDzlcyHtUFR\nIlQrGhTehnB7j3DJfS2heTRSFT4uAeHr6+tb0u9iSWRIMzv9sxAuVscSEKJqy1jsVG0dsDQvofB4\nIzI2iI5VCBF+NMkol/JLIWZNCxEhz/MqxzRM2qLbdrEdxl0zhhYmzUrQgUJPn0V7k5jaIVYoYqiw\nZ9BsqCqHJkreohqpNxqvlwxp6aGFwpMWJSNJZsUmVu28lfsPnOW7h8Zpamrh2WcPMDpyHksa7Ni2\nhV3bt5C2YaD/JGMj58lm8zz2gyfJl2DL9st59dhRDAvGxs4jDfjwR36C1157lc997nP09fXR0NDA\n/fffT9wQ/PEffIGO9hba21oZHx+nUPQb/4pYgqaGBq69+ho2bdqEnYjT2NzEK6+8wiOPPEJbSyvv\nfd/76epcAUDMtsjNTHDDtdeSsCTHX3uFn/23n+D9P/Fh/uHb99PY1MHEeBaBRUtzG7/32c/x4tFX\nqG9vIt2YYePmjbQ2J2isSzFyepjnn3oKmXcpTE5jxi1kSnDf9/6WYq6fD75zM4Wp82/4uVzGMl4P\nlomfj0BsHHaeDtDd3V3R84THhMvqoxGeqJN0MC5YV/jvMKqVzIf1PrVIS/BZT09PJRoURVhkXS0l\nV23ZwT4uNWUmlvJUn2xbq9fd9TmgLFYuzxvcLGUk1RX90kabj4cjLwCeLt/Yyik3FSqV95cvK+sK\nRNLhG7XBBfFumHAE6/A0sz6Pbp9ibkm753n+OGGFxl1Yf7iUPyBwlXnC+1qFv4SjTkE6J3DIjup+\nLMOs6JQCG4Bq4fFaIXMvnkLkC2S8HPXeJCkrT9FTTOsMBdFG1vIubKueu6xqBLOaHqcW9BIzstH9\n13Lu+md9HtnOSkl+kKKNKYQwMLTEUpqYKmK506RtxZEnHqPde5m4bTF27iztDSl+5d9/gs3rVnDq\nxGHMeAv7n32e7zz4IKPnh/lP/+7j/PM372X1mk2cn3Y5PnAGpVxuvfVWrrxqJ5s3b+b555/jssu2\n8MUvfpH81CS9vb0USyW0NJiemcG0bUzbpqd3FbuvuhzbtrENE6dU4vHHH0d7iiuvvJLW1lZkLIEh\nwHWK/D+/+2lOHn0V5RWZGhvh4//2Z3nhhVcx7BjxZIZs0WV0fIK+vj5ihsG2yzbz8KP/xPDwMEJL\n3JKHchT9JwYZ6h9CCkGhZHHnB99DXs9gZwzypRwDJwbYd/U+vvRX93FqYOjH4u4jquVrLzEs9Hv7\nUURpl/H2gRCi6g0/IDTh0vdw1/pwWX34/YDUBOmrgDDV8gCqVvo+HwkKk5tgnbWWGywjaMcRxnye\nSsHnwf586EMfelZrfeWclUSwJNNFTShvHX6/fJMWzH5SD3v3wNy0U/SHLcsu0ZXIh5w9n7+s+X/w\ngc7IKxsuhseGq52qLaNi/xfa/kp5fUBmpEBqjeN6vvaJckl5yGdJ+geqsiwhRIU8VSt/D4uxg+0M\nQylFySvNWl54O6P7Uu1CWTftkjUFY3ETlEWLUrS5iu89+TT11+3D8OwK+cOYHZXTArSaS4qqkaRg\nX6LRoejhDlefhY9L2FsoslNz9im8DcF3JnosKqaf2kF5ABopLUpGAk8YOMqhs+82Ci/kGBk9T6qu\nm6wucHTgDGtWd1JyHQ48+UOmcy7HXjlOsi7Bb/7O/+SB+77EQ48+Tq+ZZHT6QX75l3+Zrq4uent7\nGR4eolDI8/u///v09vbSlEkzk83ieRphGsRiMdJ1dWzZupW169eBWyKdSPLaa6/R39/PuvXr6ers\npLmxCaE041MTTE1N8DMf+7+47h1XM3r+DJs3bWB1TxfHjh4nkU7hKUG2UMRRwm8fEovx+KMPcX5k\nkOFzQ2ilkWgsy0Ah2LBxLcotMTx4hta6Lv7p7/+Fq67fTXdDJ47WrOlazbGXjlAq5Kse92W8NYiS\n/TAWQ4TC191LGcG+9/X1veGePZcSgnMZTV2FSUc04jIwMDArchMIlsMi5mAZS40GBaLtauekmgv2\nfG7Y8xkxRrVMAWkKf16NRM2H1x0ZEsLX5iil/NLxCPEJQyPnRG7C8MqMQQeEp6z7CUeGKpEY4S8j\nHBkKR1SqaVkEs40h51xMxFwSUtkXZVSWiyzbBgSfibnRlOjyK36+84gdw+sLE8lKNVqEiIQFlQuh\nriiZtAS5uCKhCqzKTXH0kYdpXtWLWt3LtGrCtm2fRBrGBZPL8ioX80wdjRbN/jBKjuZGvwISFZDQ\nWeOrRIaixLva9gT/OiIP2qTcphcBaO1gCF/s3WmM4c5M8tpTj9CSgd4myafu/ji2O07CSjKZ9/jI\nz32S/OQkt99yAx+68xY+/en/zjtvew+XX7WLG2+8kePHj9Pb28sf/uEfMjMzw4oVKxgdHUU5YNs2\n0jSIx+N0dLRzxRVXUN+QQWlNzDZ54oknmJqZZsu2raxbt47iTI76VJp8Nsdnfue3OD96jnw+S119\nkr6+Pk4eP4HrwMqVqxifHqfoaBxHMJ0tIQzJxvXrGDz1KtnpCRJJA8s0cR0FWuMVPZTnkYwlOXHi\nBOODBbQpOT81xuW7d7Jq7SpKhTwJy+Rv7/s+I2OTy5GhSxDVokjRB9FLGYtxLP7XguCchs0XoyLp\nsM4oaKMR/F3NN6iWizTMjcyEtUFRzBcNmi/itJhzu1CEqPzeoiJDF92brJb+pdqYavMuNG4+zVDU\n5DA8Hyyu31VUpF2LnISruSr+SIhZ5dThS+xC2zgf5jsWtZrW1jpG0Wkq7uBJhV2yMLwk5zBJbt3A\nWGmK/PFXsIWBbVoVA8Vay1nMPlQ7ttEpali51PXA/N28o8dGaoklJIaQGFphUCbyAjwhmUn2cl60\nsP1dHyZrNHB6soQrLYxECrdY4AMf+ChCGICJqyW/+anf5mM/8zN85KM/xerVvTz77NPU1aX57d/+\nFKZp0tHRwejoqB+pNOJoK0YyleGKXTu55ppraGqsJxGzmTx/lm/9n28ihOCGm/bRu2oVuXwepKBY\nLHLTDTexeXUPxw+/yk9/5IM0pJNYpiCeSDF0ZoRHHtvP4OlBCqU8+VKRolMglUoxk52kviFNLOan\nj6cnpxgbHeHc6TPk8jM4XomiV6J37Sp27OylUDhHe3OC4y+9wJHnDxK3Y0zkcnNI6DIuPVS7Fi7l\nd/Z2xTIRmov9+/cDc0lC9Fjdc889c9JisDARqlUyX22dwXqDZQfO1wHCZpHV5ouimmi6WqXZxbY7\neV0+Q9F0TfB3tfdrzVvt/Vo3xYW8dMJRoflExrUuBHPK2UOC4GoExaixnYu5sVcri622nPmWt5QL\nWjbm+h3PSya2E8OJp/A6W9i0cxuFoSEmT54kNz0zrxP4fKhWATffMQjrn6LnajH7FBDV+QTlUIbv\njQAAIABJREFUs76L5TYhEkB7CKkRsvydMmC0ZEGqlRnPYMO2XbR3r2Lo3CiJVLrckPAz/Nqv/idu\nee+dJOJJ/uTPvsgHPvABxsbOk0jEGB0d4TOf+TQbNmxACM3MzEyl1D6ZTtPRuYJ33HAjmzddRn19\nPa5b4rlnnuLJ/U9w1a5d7Nu3r/JdsyyLP/3TP+Xzn/88a9as4thrR/j5j3+URx9+gNbmJg4cOIAd\nj7GiZyWtnV3U12fI5WYolQq4rotlWWzcuBGlXDKZNMVcnsmxcYTSJJNxYrEYuVwObWiUVJh2kWuu\n2YZBgZUr2jh/Zoinnt5Poi6J63lVj+0y3v5YzMPFpU6IhBBvaNPTSxnBudy/f/+sdhxBY9MwGQm0\nPuFjt1BabD4DxWqVYgGxeuKJJ2ZFg6pVwkURNXOMiqgXoxlaKpZWTSb81hGO9P12gpL1StpH+J3k\ng27ynlK+yFoIZJlQRPtpwQViYEowhEag/EkrTK0xBZhidqQmQHgZytNo5afDDGmCLmt9tPBvg4F3\nDn6vsDmtPAyJkP5UiVhUvHuKIFyEofBMD4cCri4gKGJJF8fSFA0P5XsC4goPLS4QOCzfiwhDgJQI\nw8CQFlKYftqmUsnl+wNVIlHK90AKbvq1vEYCP56wV094qs/FSHgabebwZA5dMjHUCgaKndjX3AVW\nnvzYCRosB9uZIa5LxLSLrRWWhrJiDCFASjF3Mo1ZxzI4xsEklYehFX73eL8c3cNDCYX2NxppgMYD\nEUjnL0wShSH874gpwTIEliEwJf5nWmEJKq/9jIhC4aHwKJpxXENi4mKJIqbKYooS2vAoGdCcLDCT\nnSQnm5g0V5ONb2FgNMEd7/4Zfv4//jKxuKQ4fpyeFsn7P/Auejes44XjJ+has5ovfekrPPvsQa64\nfA8j5yYoFqCYh+6u9aASrOlp4/abr2dlVxul0gxnR87wT9+5H8+Kccv7foLuzTsQdpqpc9PYecW/\nuf1ORl55lSMH9vPuO67n/IzHC6/009i+npFxl1S6g7Mj45wZGUTGHEbPTqIcydmzI5RKLplMhrhl\ns+/6d5IwE8xkp0H435OC41J0NNJM4hQlM1Mer5zNMi1SNK9eS7q9nnS9TUyXOPDdB7HfXF/WZfyI\nEb3m1krZXyrQWs+6EV/K+/J6Eb4vBs1LAyIURrSZarhkPkp2gn/niwZVM1AMPgsMG2tFeqL/hgla\nuBouOk+15YS3q9bY+bAkzVCifZ1e9+HPV14vVOKtlKo0RPV1IGbNCqTwdlR0QKLc5V6X23kIe1Y1\nWSD2rYhvI7qUqCg5cCqudRFQ0pjTIiRIgRkIXK38W7O8kKOVnsYQJlJoXyBbfl+VnYmRAs9TOGYQ\nyfDXb4pyk1ftb78h549oVRNJh4mRKeSs1wvNb5omrutWnhzTIk8+V8SK2bgeaMNEYaKFKNMgNeu8\nzTl2EafiOdurfI1QoPkSZZF2sLdiARF4rchYOI0JoSrDYDvKr6VSSHwjzQvL1yA9tBQUZqZobGwh\nN5OnLWny8mP/AK88xH/7nV/Adif4yle+wl/976/Q2trKxMQEpmny4IMP8p3772fbZTuQUjI5OUks\nFiOVylAo+FGan/qpnyKXmyGVSlFXV8e//Ms/UygUuOKKK1izbjWFQoHO7hWcP3OWz33md3lu/37a\nWluYmZniFz/5C3z161+ju2MldfX1zMzMUHRK2Ik4juviui4lz2Xy/CRnz52ntaOT3lWruHLXFVjS\nQxWn6D/+Kk88/RxKaYQwMEwbQ8YwbRutDBzHoWtFG4lYjKbGDAeefRqJ5tSxkzTU1XPwxCR5R/9Y\n3GHEvzLNUC3UKmCpNib4exlvfwTnVIgLFWZBN/dANB3G3r17Z/kGVSunj+qOllIp5kfU75lXJB1d\nVqBhCpYX7lVWCwsRoP3797/xmqH5tCQVchCq2Ar+hYVTZvO16wjGLKQLqbbc8GdhfcpiNEO11icR\nCAwkvoZEa0Gs5JL0NPWmTXMygy39lIz2yhVSrodQfpTLNkxEWQCOmF0mP9++LrT/tdJqQohK37Zg\nKnkuHhoMiaM8HE8i4wmUsFHSwhMmSgg8IVFcMKicr6nufMdOlrct8GcKzCuN8rSY/VwI813cU1pj\nIlAijmfUUVIxtDIxHIiVHOqARkOip87x8jf+kmuvuZz4yhbOjJ7mh888xSf+/SdBCM6eO8fZs2f5\nzKd/l2OvHWXdylWUioqpyRymaZPLFXDdElu2bOS9772DwaET/Omf/Dm//uv/mUceepR0Ms2N19/I\nqt5eSvkCjXX1HDn4JHe971ayUyPYMcHuvqtwteIv//pv+Nmf/wSxlEVzWwP1jXWk69NMTk76RKjk\ncPy1Y2DE2brjcrZu3cLmzWvo6WrENko01sXITY9hWBYl18H1PIoll/HpaUbGppjM5pDxJJ7jcvXV\nV1NXV8e27VvoWtHOug2raGqte0NaxSzj7YWFrpvhMdG/l/HWoto5i77u6+uraIeAqtGhsOFhtIoM\nfMPDoNFrQEpqaYaCZQQICNg999xTWUetVGY4/RVO7QXbsFjcc889lbTdQuSrFpZUWg/Mev5f6CcS\nkKHANbla0GO+H2T45ialJNqCKkjNLVRVFazD9dxZpMM0F7/7lQiTEIBAlVtixCwT27RoTdT5AtaS\nSy4/jTQlRc/DAQzDIi79SJCjNEo5COkTIhB4KIR3gTQG9gALIfrkNt+TXPTZPh6PUywW/agbmoLy\nxcyu8jBNC63LlXpaogWY0phV4eap2VqShehRhZRpPcvpulKt9jovuBXircvascgxcHApaoErAWkg\nTRuzLKS2lSJlaU48/wTTp0+y+cbLKU32c23fdn74xCP8xf/8Y6SUHD96jFdfPsL93/kO27duIz+T\npaG+nqlcEVBIw6CnZwWXX76DrhUdeJ5DKt3O9dddx/j4OE1NTey+cielUpFiIUcqleALv/dZXj70\nBI3pOJYJd334gzzz3PNs23k5CsnRk6e4/d3v5tvf/jYbN27mhRcPMTU9zdTQMEII1qxZRzLVyJbL\nNtJYn6S3u4W4DXnLJW6ZxBMmK1f2MDY2xvET/SBtYvEUWhgkMvXUN7TgliYYHh7GMAXHTpygoS7J\n6nWr8TyP2AtnX9d5WcYbj/lI/8UiSKtUW1f4Gr0cJXprUU0iEvwdVJMFGp2AFIRF0vfee29N0TLM\nLZkPusKH9T9hLOQbFDRzDafhqqW1gvUG71UbM19fsloGkktJlV2UIKBaminsEQNUfGbCRoTh+YKx\n4SnaVLWaDw3MJlABaahWcRUmSeEbedC3ajEIludqEOXUlmkYpGMmDXGLpoRJRyqGGdekMxZKFhCm\nh7AUZkxgxgTKUGjXQYCvaxESKcqh6nLKLSzUDouCa0V7ouchfDyrPflFxefFYrGyj346TyJNE2mY\nF/yWVFnLIy6k76LHslaULfpDlfj6KxlEl3S5wamQlV5z80WdopGv8PkNXgfVaVESLaWkZNuQsHEN\nDy0LaDGDU5rAFCVOHHyGFx/8Ngl3lGv3bGB9i+TYcw/x+APf5uxAP6VSicnxCb75zW9y4sQJrr76\nakqlEqlUikKhgJAeyVSc1at72bdvH11dXZUU8QMPPEAqleK2226hb/eVFAp5LBM8J89tN99EMTdJ\nYSbL+++8E8dxOHPmDI7nMp3NMz4+weEXD/M3f/sN1mzYyHMvHGL3VX10dXVRV5dh48YNrOhqZ9PG\nXrZfto6mOgPPnWTs/ElOD52gtbWZ86OTrGhvob4uzcYNa5maGKdYLJJOJ2lsrCeZTmGaBhPjo0xM\nTJBKpfzoIQKFgWks+XlpGW8ylhItXQyCm2O1m+QyCXr7Inx/C9JigXi6WlVV4CVUjfRCdZH0YrRB\ncCEaVG1MmAiF02bViFCwrnvvvXfW5+Hx0W2rtt5qYxbCkq90Ul946BZChIwYBWrBH+jciqxZn1bm\n15Vlz1q3lLN8hYQQF7Q9QkSDAXPDiZHP5lQxlVtphMdWbsDSREiBicLwXEytSZsWnZkUplIUYgrH\nVWTigrgymMoVQEtAYCLL3j0eWggQoIREa4UQEqRGKDGLyNi23xRKa13V0Tr4LLgwViOn4b9lhPfO\nPbblKF6FcGg0/smWwk8MhhEQogsEdAETy4Cg+F8VNP53yQuNCZOY6MU3TPaq+RAtBGWl0F6RmMpi\nKRd3epymZJLsyBicHmD3NeuZGj1NeyLLD7/3bfbuWMfd/+F3OT9ymqGT/XzhC19g186dJBIJRkdH\nSWfSjI+PYxkm7R1tbNiwgS1btlAo5lDaZWhoiMcee4zbbruNHVuv4Ny5c4yPj9HW2sjP/vRHWb2q\nm76rdnBm8AQf+fBHOXDweUwrAWaMeLLOJ+uepjCdp4TiwPMvkUzG6Vixghvr07x65DDr166juaWR\nuClxnQksOcPU6ARHDr/E2nVbaGzuZN8t7+Nb936Ftes3MjWdY/OGNWgRo66piXgyQTqdpFA0OHb8\nFRynSCxmowsaKYrksiX0ctf6H1tUIz+1IkThB5Go5mgZbz6qHe9oNCggM0E/sSDNBbOrs5ZioFiL\nBIVJUi0X6eg8AYJIU5BCCxOWcEpuYGBgVqotjGokZ76I12KwNNPF9nV644e/UDMtE+1cP3fZcs68\n4XHBe175NqqCmx9BisoXUGutK8aMwVgh/MqxWgJt8Cuc5rvhVhNQB/TIFTHwXIQukTShvS7BioY0\nnZkMXnaaKcPD0xrXBYXJ5HSOmYKD60EskWRKwdTUFCXXwRMSDbiUTSWRmKp6e4vATTsayYqOlfrC\nPgXC8TBRkmKhcwNK+a7dQaQGoZDltJOKkKkwGfKPbXRZswXXRnlA2MhRGkaF7GlTztrmKFE1ymOD\nbY+e26iA2gvGlL+TnkhjulM0mDlK5weYGB5EOB65V0/wrn/zcQ4//SWK4yP0Xb6ez/zXuzk7cIxD\nB5/jsi1b+S+/9TvccMMNTOey5PN5TNtCl7dp7Yb1bNu8gfb2doLv98MPP4rA4F3vehdag0BjoBkf\nO8977vgg733PNRx45kn+/Sd/iScefww73kYsmcABZop5YvE4kxMTmFqQnZxhcDLL5PgoH/zg+1mz\nugdDanpWtNPa0sjgUD8zI/0kEwbHX3sJicuu3XtoaOzBkw3kCyYvPvVtHnnkMTINzXhYTGVdrEQd\niXQj8USK8eFXmZgYw7KscipT4DoSw7D54dOvMDq+bLr444Zw/yZYXDohSpKWydCPHtH7Vtj1GWab\nLQYRomhpexhLbacR7jC/GBIUXk7gaxSsIyrqDnscwezv6ELriTpQR/bnjW/HEcXFPh3UykEvtLxa\nEYjKTX+Rcs9awtzoDd2PPJWfhDDwVAmhFbZp0dxQT0PSwvJKpGwDLSWmaWKYMRQG9fEkxZJHvuih\nFcTiCYrFIo7n+n2m9IXIlkYBxqxjEk5/1T4WzCEI0bRY5bNI37i5oSFA+aXzWigMhB+5Ckr+I+7c\nFXISkLLIdobbagghQM3ufRbVMIUJULV9DqfmFqupCsMUcQxngqRwmRzuJ//0E1z17vfz9LEBNnZ1\n890TR/h/P/9pLGeSsbMn0cVpDh84wP7Hfsi2rVuZmZ5GKcX4+DipTJpEMsnuvX2sWbeWpKWxbJOB\n/kGeeOJJ9uzZy4b1mzAMEyEMpHD51H/7DTraWlnZW4dWLu985z7+8ktf5MpdO8mWBJaWYAgK+RLj\nE1NIpZnJFRge6Kd5zWaSySRjY5Moz2Hb1o0Mnx7EtmFoaACzMMLJo6dZt3YFV115OZ5nYCXqmMhZ\naGnTUJfhpz7yIV473s+Tzx6krX0ljmcQi9s4rsvgYD/xeBzXdZCmietAIl5HKtVILBZf0nFexqWD\naPuCapiPJC1Hh350qEaCwn49wCxBdE9PzywdTbXzG3Wenq+dRrCs+ZqmRlHL+DEswo5qfaJEKBh/\n1113VaJGtdZTS4sUXUctLCnXIAEbKr4/AoWU/n1QCI0j/OojLQ209KutJAZmeZJhD6HyJIVfVm6U\nvYs8v2TNT6OUb+im9LUlnlRoUfaOUQrKNV1SGQjvgmN1WD80m/hIfBdhidZizmTocsVceX/9lhuB\nV46HZQrqDU2bpWi3PFKmi05oCmmDjClIG5CQLpbKk7QcUgmXRKKAluNYM9OkbImKCVxDUydNmguC\nesfEkHbFI8jQYAnhTyhM7WGhqFgUoRHa92CS6Mp7CF3Z0uBvT7l4ykVpD688KRRa6DmTwsGwPSyj\nSIIi2bGzjJ0boVAER6SZKmqsRILczCQx6WKoHIISnlB4hiBLgpg6j804RWljYNPsTmE7M+StGMoA\nTwbrUkgpEGg/aiJ9PVHYXynwWzKlgSmNynfDE+Ci8YQfidSGRBuSGCVcYZKVSXLSRkiwTQdTFNGq\niFk8gUzGOJO3MRKNyDqPIw/+D/bsmOHQM3/AF37jF3jX1Vs5PXCCtq4V/N49f8T56UnqG1MUPZeh\ns2eYyedIpVJ0tLXz3jvezea162mIp7ATgsefeJSBoUHuuP1O1q/bgm3GyU1Nc3ZogI++ew/ddZrH\nv3sfv/qLn+TEqyc5drSf97zvwziY1CcEXjFLMTtDKp5BK5OZXInz42OsXLOKto5m1q7ZRDFnExeN\nHHzySUx3lMHXHiV79iDnxrPUt6xn6HyGgZEGppwmjg+PMDZ+mpYGC8dcweCYJlbfQmtHI6Ojr5GK\nzUB+mOK5Yxglm/GRLOMzJc7nSxTiFonWBsykxnEKS7lELOMSQLhJ51Lni6KaTrDWw+Zbjajm8FJC\ntdRkQBzuuuuuih4ouPF/4xvfmHd51YgQLOwbFDR8DSJDtRCtEgt/38KkrRqCVO18y18sluJSvvRG\nrfJCVZAfEfC1Orp8A6uIWSmLg/Vs/U24zUYU4WhHNHoUFeRC+MdW/pIvoG9Y6CdQLScbRCwMA0RJ\nkYjHSaUSIA1KLmi3iELj4oujDWmgpAFak4glMCwb5XpMj48jS3nSUpFIp0lhU6QInksCUKZVTomp\nChFU+sI+VdMFVTt+NceI+ctlS8Ly+3ThIdH0tDXQ//IhMs5pVsU7OWU04ExkaW6sp+h4uDJ2YVmz\n2lsIX2/kFijOTBFvaiZrGDXP5Xz7Ej4nQs5fOVeSEnCxlPZNF6VGKRMXiScFbl03ualpVrW0kB9R\nrL5sLes7NnLtjddy83vfy9Cxlxns72d6aoKPfexjNDXUo4TBi0deo3P1OjKZDEIItm3bxlVXXUUm\nk0FrzdDQEM+/fIDe3lXs2bUX5WosQ2IZis9+5lN4Tonu3nVow+bjv/ALfO+hR9l99TtoaWniqj1X\ncm58lHVrtnL45SOcHz6NJ0yyuRzJRIyWtWtY1d3FnuuvZHqqyDNPPkt3t0lb22b6+19AeA5X7ukj\nlulF6Dgj5yZobetgdHSA9rYmSkXF2MgZtly2ncGhE0xPj9C9chUtLU28euQ1MulG6hrraO2YpHB6\niqKnaUi1kKpvIBlPU5yZQhrLpov/mhGu7AnfnGppi2D2b/yt0hhV0yBezHa8XQTk1Y5juK9Y+KYf\n/juaPoqKpMORk1rRoAA9PT2zSuXDWqX51hnole6+++5ZUZ5gOXDBBymIaoWJd7isv9o+1qo+WyqW\nfKVTUvtzGT7Z0aL8Wpa7tzP3aUGXpyBaUztyM/epYtYYytVIwo8aSMSsKbq8pU5RhH8I0vUwhH/I\nBBaFEhQcj3xRkc2VmMgXmcgXmcznmc7nKRYdCtkCOB6N6Tp6OltZ0dZERzpNvWWQitskkha2bWJp\nUEJV3JgvTAJPgjIW9hGa97iJsNCZqp+XfZxxieEKi3w+z5r2NDs7bcz+JzDG+2mKKbTymC55OMIf\nB2DgIoWvfVLC153EdImRwaMIt4Rynarndj6Ex/gCcFFJ2aHmvi5JC4GHrfOYuojUEhcTjxiIOJMz\neTK2gukBfvYDN7Chu4H33X4T73v3zYyfHWDtqm4+/3ufxi0VuOmmmzDtGK42yLR2UCqVqK+v56ab\nbmL37t00NDTgOA5PPvkkx44dY+/efVy161ry+RKpZJLpqfO888ZraWtO89Khp7jzro8wXXB57oWX\niWUyTExPM5HN8zuf/Rz9w2M8f/hVGlo7aO3sZnJqirr6NGvWrmTfTe/gmuv2khs/wfiZw9xw7SYs\nY4yXXnqctvZG9l5zA0LW40mTc2PjpBua+f73v08un2Xw1Emkckja/rlFmzz9zAHaWjtJJtP09K6k\n5BQoFGdo70qwenUrzY0Z6pIZ6hONJOMZmhsacUqlRV4ZlnEpIerqO186LHiyHxgYqEywOMFqrVLw\nNxvBegMH5Itdf1ib+VYiTDCDirFqDVajZfVRUhI+zwuJpMH/bgRkJjomiD6F+4+FiVDQDDbYtkA4\nPR8RCohNNV+igExVQ7X9XSqW7jMUIiaUo0ReoNbRvtakTCGg3PKiMm+EsNRSx9d6HX4f5laPvZnQ\nXhHbtnAch7zjYRUlcQyElhQcP81keRrD8EApTC0Q2idsWmsK2qBU9NAFjxKagiyR96AoLTQGuDmE\n1hjIsqs2UCYpHtpP4S3iKaUW2ZDhs6Ln1gjZ2kFJE4RFScYwzBRFK4VVb/HSIydo2NSNrVsZzQpS\n9R3kXO9CWlFrDDwQJlpaCBRJ4TA0fBxvzVqU2XDRT4bReWq9dqUkrlxMCmhMFDaeNjDxMLRLkx6l\nzcvSZY2zJlnHpht3s2fPVQyfPsujjz/BN7/2Zfb2XUPRdTh29ATJunqyuQINmQzdnR3s2bMH27Yx\nTZPh4WF++MMfsn37drZu3Yqw6tCuSzKe4LOf/u+Mnz+NbXuU8lN86CfewwMPPcHExAQb1m9kbGIc\njeTI0WNkGlvxhMVkvsC6llaaOzsxbUE6FSduSy7fsZkjh1+iLiZoXdfDoRdeJN2Q4Oab3kmx5JKI\nt3Hq5DnqrBLD586RPzrIO/fdgBQz4OUoZHOkE03ktCKRSrJp4xams9OUXFizeh2NDa0cPHiQ5iaX\n1rY6PBwMI4Z0FXHDwnEVKmru9WOA+aIa/5oQJUBLbV8wX9VZ+PVSdKFvNKIuyouNDgnhuzi/3ZrB\nDgwMVErUw9GdwHSwmoFiNKoSjgZFz3n0/Wg0KNpfLIyoyWKYJM0XDQoQFnwH6w4Id9TvqFoPtWgE\nbKnnbklkSAhAeeUSdF/rQbn4VulAfOuTIB+zhbUixIwCQWxYABzcoaN+OQH8sn6/garn+SXfswTE\nkWo2z/MuVDspBWL+iqVAmBsma8H6LKkrVV3TBQfH88joOK5XxHUdUnEDYcYwDBPXcfCAHz72CA11\n9axevZqSlSCXK5CKpSnOZCnYUDAssq6DcsCUfv82Tyk87aGRoMuEb54HmmreQlJKv1UJIfKqgpYl\nAhHy4glg4+AoTVEIlLDIihQiuYKHjr5K++73cm54mOPPH6Rx05XYBkjXT4eJ8n8GLsowcISB1IoE\nJUxRpDFhMaI8tLhQGh8c62oXzmCfop8rtP8FFJUvSbns39+/kvY1SCYaF4OpYom25jrcsSEaDIeb\nV7s8/K2v8Z6fvpNrN7fy+JPHOD0+zm/81m/TsaKby3dcyVQ2x/Dp0yQzaeLxFJnGJrpX9LD3yp2+\nIaXrcvjwYSYnJ7n99tvp7Oz0zRQTjZw9e4bbb72Nvr7tHD1yiP/4Hz7Jd/75H3GKBdIta0CYjE2M\nM53LopWgUPKNN8cnplm5rotNW7dxeuAEd9x+M9rNsWHtSqYmx0gnBUP9Q0xN5vm3P/NJTg70E4/F\nmJoe4+TJCbo7N1OInaWtpZnkijpGR0doarSxJDQ3NzM1XkDEFJ1dreTyXeRz02itGT4zwtatW4nH\nE5w4/iSjIyOsWrmF8+eL2DFBOmHw6NPPUYVXX7LYtm0bhw4deqs345JBd3c3Qog5EaClEMmlEp83\nmiyFb64XW+zzVkWGwqmxgYGBCjmLdpkPCEK1qEittFitaFA0JVor/RYgiAQF81WLIoUJVkBwenp6\nZhGWsCXAfJHHMKkKCF4t0jNfhVk1LI0MIUjHE2D4NwbX8yoiY4lAh26yfiNUP6UVlLSbEd3I/Jqg\nKk8ZEZ+iC/NXrzSbVU0VvpFSO4ISTTVd+MBDKYGjFNOOy0TeYcZ1iNkSwzRIeBLlSZQ0UNrFcVy2\n79zFY48+zIuvvIy0Y3zw9vfx6kuvsnLTZoaKJaZKBUwpkYZAaoVTLCKlgRQGSkq0kHha4EvF55Ke\nWaX1ZQLk65uMOftXK0R8gSwZCK2wtMITGmFb5DzIrLmS8ewUrevb6YinmXEE50fOkaqrIzANUsLE\nQKOFgZIW0oPxs6dwx88wNXoWmpoxbGtOyHkx21c5l1UYoS7/TwqBJSQWEilMXCNBPJ4kO3GeXjlB\n35pGRg/8Ez95wxau2b6S6alRHn3mOT77Z3/Jje/Yi1PMceb8GNPT07R1dGBYBl3dK1i3bh2Xbb8M\nSi79/f28/PLLrFmzhquvvpqmpiYGBwdpbm7mV37p5yg5OTav76KYneC666/h1KlTpDINuNgUckWE\nEExPT6OEplQqUSoVOD08Ql1DA5PTU2Sz07Q015MdP8f61Z28+PzjmFLzzJNP0raihTvufB9fv/fb\n7Nl7IwefP0JnVytr1q6i/+QIyeYS2y9bz/hojrHR8wwPnyOVNNFqHK9k0tzdgmELJiZHKRaLHDt6\nih07dqCVhWGmaGlaSTpRYmDgFC1tnXgqz+mhV0kmY9h2bM5xv5RR7UK72Jv7j0tEKar9qYXBwcFZ\nv9fBwcFZT+uLORbzyQ9gtgbw9eh6ao0PE4roOueD1r5/z9uFCIU1OkBFyFwLUe+ghaJBUc3NUvqJ\nBcsPECZrgeFimJgEbTOCceHS+ehYmPsdDaJE4XXPR+wWiyX5DNV1rtfX/Nz/B+WnZFd5/r9alZtw\n+i0bPF32BjIklCMwCk1M+xqTWqkOB1H18wBBIMe/8Wu/Ez2gyxGnooy0iCgThMoPTMi4cc7RAAAg\nAElEQVQ5P77odtQkaDhQjtaAiW2YaFUiZkE6E6fR8UgkEti2ieOWcJwik5PjZNJphocHefXZH9CW\nbmTH+q00d/fS77oMO0WcIqS0hTIhXyoipInSBgXPRWHi4fsnCTk7fx12hA6iV9UiasH4mJ4dmQnG\nB35ASvomkL6jULkuTUiKjiKeSmMrD+U6GEJj2yb5UhGN9KsHhcTwHDzpkZUJbNdlhx7k0b/6Azbc\n8TGGW3YQKzfRDW9v+Fh7C5ChahfV8Ln0pEVSzaCEIms0kNMmazIlvIN/x394z27Ij5HUOTZtXMM9\nf/HXHDxxjjXr17GqyUJPnWOaJmIxi7r6NCtXdrNnz25iSRPP8zjw9AFKpRJ9fX00NjaSz+fJZDKM\nj49z0023cfWWXrLZaa7s28XhIy9x2fZtXH/DTTz66JNkswWyeQfTlBRLOUpukTNnzuAqQU/3aurq\nm5goOezetR3DzVKaGqazKQkUGB05w5ZtW2jf1Mvhg/20NGxmqH+SG294B0VngjNnBygUCnT3pGhr\n7eH4sSGklFi2y8TkCM0tnWTSLZwcPEVdXQOGYfHUE0+BNnjp0Its3bqVXDZLDI/JqVE8N8/Q8Cka\nm5vYeWUf3/nOw3z7uy8xOp79sYgPbd++Xf/zP//zguNq3eSXQgIuJSyk/enp6alEJcI3qddzHBaS\nSEQRlQgsRjIQnXe+9Veb50edJquWUuzr66uknu69995KSmy+qEfUOygcDYqimhA50CNVMzuE6uX1\ntXqPBdGe8LrDabBaHe2jpDvqixUmXNX2J7z9i/UZWlppvZTELJuEZZOIxUjGE8TtGMlYnIQdw7Is\nbNvGsqyKgZs/Y41IzwLRimrvLzTm9Sw/2MfqP0zlO0UbJloKXDSulJSEIFss4brKJ4auQnl+d/pU\nKoPSmkxDPbsuW4tZmKL/5YP85Z/8ETGdp6s5zcqOBnpaMnR1ttPR2kZzUxPxWMw3PvSU/2/oAhBs\nd9C+I5gCl+qA5NQSVAdwXbeSEjRNE1fG0dJGaDC1g+3lsFWRpCUo5KaZ8ixcI440TZRTxNQOouwf\nrRC+/YFhIE0LKSVD/f0kU3Fe3f8EyXii0ioj3HbkjRBUVgTiygOl0UriIMG0GDhxlN1bV9NkZnnp\n6Cka2nv49U99hknXpGPdFpQ0ODd4CpUdw7JjdK7oZveevdx08zuxbAOh4fnnnmXVqlXceuv/z96b\nh8lxlufev7eWXqdn6dlXjfZ9tWVLtrxvYGy8ADbgQAIkkA/IIZiTfNlPQk6unJwvFyHJyXIgJyTE\nCWDjAxhjbINX2ZK8SLZk7etIM6MZzdbd0z29VdX7fn9U16im1DOSwBAwfuaqa6a7treW6br7fu7n\nft5BMplECEEoFOLP/uzP+M3f/E0SiTDr166go6OJ1PgZli9dguM4hMJRMtk8q9ddho4im0mRyaSY\nGBulsbGB5RXH6uuvvY5kMslkOkNrcyPXXLWFE8cPEdYV97zvTgrZDCU7x+IViyhLB2GYDA2Pumwr\nRV7d9RzbX9zK4489QtjQaWioI5VJU7Is+k72oxshQlEDqSyktOnq6mL+/PksWbKM1avX05hsRckQ\nTQ3t1NbWsnTZAjRR5rFHv4Vll2hoSP7Y1+jnLfwi4fMt91aI84Ga/v5+duzYMc1OeOkJv6A6KK4+\nXwQLOILZgvN9Pvi/+J3vc+RCRNDB7XjLb968+YKeR29GVPty7rE5nnjYEy3PlhKrJpKG6myQ36do\nNgGyn4HxhPb+pqr++Z7jdTU2ajbg5rXdCILs2UTU/gayXmoteA7gbPm+f3zni4tihpq6lqhbf+Pv\np187zkyUbimNsm1TKFsUbZuyFFgKlOGWieuOrxeZqBjzybPAo6jZ6KryoFQajm2jVUTIQggscfam\nDtKpSimcgEtxMJyg72AAhduads4/jvePYEhPw+KKxBGuISEooqEwtU6ZSCSCGQ5hWWU00wAhQQjX\nbLGQR1llNOVw/Mg+hg4dYvMN17Fw4WJKZQulR7AlSCHIWg6D42kK0hUGO0pDV2fHHGSwlFJoPtat\nmt7KUXL6PQ8E+cMUcsZxB7VTZRHF1KaIyBKmNFBOBEuY2LqDo9loCkpGgkKhwJKkQasa5QcP/wda\nopErbriN46U28qpMOp+hpbOFzESK5kgcayJH3AhRNIqoik21rUIoEcFGYGt5pGYRtqPnXDsvJaiU\nIuQ0UI6OUg4VUKqGaLmOTlNgj73C5WuaKb3xGC+++CLz5s3DkaAbJnXJRooli66uLpo6ktx+w7WY\n5Twt9bX0DfTzyr4DtC1ezmXrLmV8/AzNyQQTowPc/5lP0lSfZOcrh/jgvbcxmrfJZNJomkY0GmNs\nZJSmpjbWr7uE/fsPsGh5E/v2HmZoMEtdfQeXXnopN9x8FYePvkpNnWBBiytkXrFiDaYIoZSiVCiy\nb/8e7rn3vew/mSYeDXOi7wiNDQ0ox+HEsRNsfXYbt99+B4eO72XLlVcxmZ4iUdPA8NAQkUiI4lSO\ntetWU872UbIF2SKcGc9TKNkUijlMw6axPs7X//1x1q1fTUN9iCeeeJjaGsGmy9ejC/jtP/4OY2n7\nF4oZmisutLz85y0uBMR439C9B9WOHTtmXe9idUVBIBL8fLoQMHOhz7LZth1MTXkPWq8DfLXlZkvr\n/bipPv/nuwc8ZnOKhnPZIM8dupqB4myiYy88wBMsnfe/7wcr1crrvW0HgZkfKN1///3Tomi/niiY\ncvPHbFVmHkj3C7i99X8iDtRCCCJh45xUkqYZ0744DopcscRU0aLkSIq2je0oLNtCCbfflkS5IAi3\nM7qqtDEwhNvLy7tVdV1HUxVfIuXXzlbXHM2W4poeP2fX944H33te3zX/PSwq09k0lCfGlpVKMbep\nqm4a2NLBKrkmdbp003OaobueRFIjHI0T0wUbN11N5KprGB0dReomWsgALUS5WKJkOzjKO3aJhoYU\nFafqKpqh6WNQZ6/RbP+c1b6BeRFsvupfzr02DnpFH2RrIbdaCwNZsQAIW0UMJagPS+zRY9TWWjC6\nj+ZwN/GJXTTYNvMaFpAy6yiPThENNZDKpEi0xBjJjRPT6hGajVI2KAdNc9CVa2OANM4Zr8fgedfF\nxkYJ0KWOkBpYDiXdIGMJ/uWf/4P6/GHWrVrDxMgQ9XW1CE1jeCzF4uXr6Fq6jBsvX0A+l6OrrZVX\nXn+NkdFRLt+8mZb2DkzKNCWi/M5v/SaLFs7DcRyaWpq55/2LKJYsUIqO9nZGx8YJhSLUJpsZmUjx\n6p430DWT5cvWYWgJahOnSCaTbFg3j1J+EHtqnJFMluzACY4f66NcKLNu7UYOHTrC6nVr2XzVNYyn\ns0RMyaGDb9DSlCQeMXjwG99mZHiMd970LpSt0IiTThV59ZVXKRSm2LhxNQNDh7n0kpWMZd6gvaGH\n0uQUqmzT1dnKyNg4djmNnc8xYWW5411X8PWvf40VKxdx/TVXkEhEeebpp1izZg26YZ7zf/TzGpZl\n/UjOuf7wA6C3ChC6kAimKi7U1fdC4mIyBrMBjNnSZ/515mJygp+r/vukq6uL/v7+czITQUDk3+/5\nxnsxy3iOzUFw4U9pXUhfMS/NBnOXoPtTUd7+vddB0OU5Vvv1SNW60wcdsz0g5I/gWP0Ayb9MEBB5\nKTH/vNnSaHPFRaXJhAbhsCAS0YhGdWIxg1jMIBoVRCIQ0R1qwoKm2gjtyQRNiTBNNWHqYwaJsCBk\n6Oi66yqsaRrC0CsNUDU03U2raYEbzqv38vqTzZb+qfY6OPm9jaZPQJWqpmoxG2M0PRk6jgaWY1N2\nbPKFItlCiexUkVyhDGaMktSwRIi8pRhJ5YjVNZGeKuNoISwJRVsxVbIp5IsYRghNGK4zM+c/5uC4\nzrl25zlPwXMT/NuoXAmp6dh6GEcLgaYhBOhCEk4doTZ1mJXxFB+7ZR3vu245X/jDj3Pb5V3cdVk7\nH7i0g9+5ez2/fecCVtUcJTG1m4ZIgXSuALF2bKVjYWBrAkdzkFoJDQvDMTDsSFVa3ZuklJR1G4CQ\nYxCyNQx0ykIn3NpNw5abSa66iRcOjTGp4oxOTJHJZCnny+zYsYM77ribZDxCSDd4+JFHKesRrrj+\nJpqamqgJQcjJ86F77+Dud93C6VN9vOeuuxkbG8eyJfG6esJhk6mpLIZhkMpkKZZsJnMFXntjL6FE\njPHRPHV1Sa69ZhM3Xr+ethZFIXOCupjkxP7djJ4e4hO/9jEuWbuOTCZDJjuFZSuEHmHPgWNYhTSX\nbVjJ4YO7+co/f5l4xCBZX0dzUxNWyeLQwaOkUmky6SyvvPIS3/nOw8zrbUORJxx1KCvNLXEQirra\nOMgCpmbR0ljLC08/yfjIQTas7eGqzWvZ9uKzvPTSKzS1dBOONFLf0HTe/423WpxPQOoXYb9VUmXn\ni//s4wx+1s32GV9tneDf1bbtfZZ4KUG/X88XvvAF7rnnHj772c+yfft2+vv7qzJD/ueDH4DNte9q\nmYzguL0Ksmogfa4u8/7wl+P7QfxsgCHoPfW+971vunzfv57neu13pfYD5SA48c/zl+n7y+09pudC\nvmzcf//9M7RUQWuB2XRP1eKi0mRtvcvUh//wn86aJ7qaWFTFiySsmTgopHIZhMlsjqLtUCpZ5AsF\nxssm0gFbKhwFQqsIhCvMkFRFVwwtFV7TS+VrYKoZ+oybLngTOrp+zk3pD09A7W8i6jELjuOAdu76\n0zez9P7h1HSaTKt0FouYIRKGyxBZ0t2WppuUHRvhicrRMDUNU0jChlsCruuCaDSOowSO41C2baQS\nFG2HsnQZNltKlJiZ/quWJlNSnzFer7R+xsUWc6TJdF8KM5CPV8r1OZK6RGoayCg4BjoWhkijizw3\nGifYvPlyRof72bnjWdavXkT/sQMcPnKAaDhER9flXH/DJYylj3M6m8VoWcH24xqHxpJMOUnscAmE\njsJGiTyGrtBsE81KIGQUK5I951iUUtM90AoCTMqEUGhOGGQUx1CEaiWjmUFa9TCRwijHXn6CWH6I\nBa01pM8MozSdtvZ2PnHfzQyPp7nq+ptpbGvDKRaJhyWDJw7xvf/7EAePHKazu4vuefN5ddcu1q3f\nyImT/UQiEYrFPJpmMJUvkcoUGBkdQ2o6TS3N1NUluHzlejq7miiVzrBoYRN9x/dSzmeZGM3Q2z2f\n1WsvYesL28kXHGob2ug/Pcp73ncPJ/pP0dnTjSgM89BDD1HMF7jxxpvJT5UYOj2OrkVoae6ksbOZ\nkZERauJxCoUpXtqxlTf27uRv/vovkKqE48QJh8MU81NoCF7f9TIPfuNrrFuzmkxqgnvedx3f+/4T\n5KaKNDZ3Yjkmt9/5fk72D/O53/kbTp4afkukyZYvX66+8pWvXPR6F1qV8vPMFAWr6+ZKAV5oSu0n\nFbMx/xe7jD+6urp46KGHZjyM/QDEA0X+sm7vgX0xwm//+9UYpWpj9gOu2cCLBwqq3ave+9VSX7Od\nC++YYaZPUbBpqpeG85b1WCI/Q+SNAZhhwuhf339cXqXcbMfqAR8vFehnmfwaKe/ve+65580XUAOE\nTJNI2CQSNiqTRixqEo8ZhEIQMTQipkbEUNTFw9RGTWKmIBExqI+YRA0IC4eICZqyQZZx7CJK2m6j\nUL82BlxjR11DM86Kbmeb/A9ybxvAOfP9bIiU8pwmoNMAwCf29TNI3rJeRZcQwu26rhtYSuIIjbJU\nSKVTsiVlR2FLjbKjKDkShY4RiYIWomhLSrZNWenkS04FAIFlOW7fNaUjpJvC0yoskSE0TE2fMfld\nvf1jnD4uPONw4Zbz+/7WK+Ap2Gnefw41KmX0Skei6GhNkgwVsU6/wec+eCPXzA/xzhUJ7r1yPj11\nktMDJ+hdtoLO+QtZuHw5AyNHeezRh1nU3cPmJUtZnYyj+l7i6o5JFmq7iao0IacMFphGzG33otko\nTbmU5CzhjVsT0k2pOhXgqNso4ZAtWJiRRs4YPYxG5rPixg/RseEW9vVPkS4qrt1yJbffeC2aHuaD\nH/wlauJR4mED287zW5/9LA/861fZ+fpObrnlFjKZLI4D9933UWpq65m/YBGWglKpRC6XY2IiTTqd\nRjmSlmQ9vd0tTE2OcKrvEHtee5m2lgYm02Oc6jtKOp3i7jvvJJfLEY7VcMs7buPyzVvYu/8gDQ2N\n/N4f/BETE2meePwH/MPf/SPXXXMtt956K62trRw4dJC9+/exfsMGdMPgua1PgiiTyaToOzFAYUrQ\n07WaYq6G8lQDtmMx2N9HJCz42y/+Of0nD3Pp+hWsWLaYSCTC33/py8zrXcjpM2luvPndzFuwkpKt\nM54pUpOovdiPiLdcnC+19vMMgoLx46YA36yeUnPFhYCc8y3jATql1DRr8uCDD57DVvhZQn87CXAf\nvMH02YWOz4u5vrx78/3hsVZeeHYHUF0k7U83eREEDv6oVinm73kWTNMF02P+yjdvOw899BD333//\njP5pQaDpH3PwPTh7P3rH1N3dPX0dgozVbG07zhcXxQy19y5Xv/75rxIKG+i65vopCnuaMREVBkMq\nAWgUy477u2RRLBYZzzsUCkWyhSJlR+AIHdtxRdYgcJRESYGtJKAhlcsQTafIqgzVfzPZvm7m1XKx\nQeO/4HakPLeazGMezvozSgyhuaxYpct7SDcwDNfg0bYkaDqOrbCVwnYqx2A7hAyNkC6oixpEwiZK\nSYTQKFsOk0WHUqnk6l40g7JtIaXXLJbpirxqYEUphRLmNLCr9q1I+ECg/xydfW3Pee0NBJbmnmNd\najSHdMTIfu69cQkbV7axxhhHd6b4wl/9JVMiSrh1AVNlyUDfIWpCOgtWdfH4t59Bt+I013bS2dvL\n4nWLOZMf4kz6DNvylxCKLiZTrMEOKyxtErDR7VqEk8AxqjND0+fDcBDSmEb3Squ0B8G1VCiZ9Qi7\nQMSZolZNUmtPkD76Kif3vMhVG9fxlS/9D5zyFIbucPzwfn7j07/OVVddxZFDR2lpT9LQkCQSTTA4\nNMrn/+RP+b0/+H1WrF5FQ2MDu17eztjYBOWSoqWxnabmJNGYwZYrNrBv/+tEjBjzF3Tz8kvPoekW\nt9/2DlJj40RCUeKxOsxYPbateOqZraxZcyn/9sDXGRsbo7Wj3a1AGzzOxz72MW685QZs2+ZfvvoA\nq1avp6mxneee34YSOUpFm3LRYWw0zcTYBMlkkjtuu52GZD2F0in2732dzMQIyi5wySXrOdE3wP6D\nx7h04yYOnzjK+nWXEo3Vk86WOdU/zLJVq6mpref3f/f/48CBI7/QzJA/LoQl+nkERxdjG/BmiKZ/\nFkIpxY4dO2Y0NfU7HAd1OP7j9lgWYDp15v/Mne1LpRfVnk8XA6IANm3aND2WYFWVv7VFEFh47I1/\n/LOxQX4GxwM6HnPjLevXknnL+ed7YMy/jyCjVK232Re+8IXpY/BXv3kMnZ/h8oMgT8fkbfev/uqv\n3nwBtQcKBDqaJtxu9S4qQAjNdZ9WAk25XeENQ0cIF1wYmo6jCkR0MHQo2YqSLSiUHbAdHAlCN90H\nvwQHz7BRTLeQ0GR100EvgvlZ/zJKKYLNSqsxR7PlnjXNm69V2opQUWS7abdCsYhhGEgJjq2QgJI6\nthQIoaFrCsMwCBtuaq5UKGAYBropsO0yRUtiVcrjHekgpa9SDH0alKmK+aLf5Bs1U1Pl/+2FpirS\ndHXWwND/Wp3nH1EoHbRKKT4OdnqUm9b2sLk3xpEXHuLlnEV7TONdd7+Xf/7GtxgdHmHhoiWMnrBZ\n3tnC+FiWRDTGhs1X8tqufRw4vJveJS2cOXyElWuXMZoV9J9JEyNJrgwiYiA1B9uw0bRy0E/znAhJ\nhRRuo1gpHBAWuoKwY6JJjYg1gK1Hccw4KWKImjbiK5JctvRStj7zBEa8kWg0zOc+eR89rQkWtCep\njUewlU6qUKa+Nc5IOofSwvzBH/8ZW669gZGR0/T1HWfNug3s2bMXZcPt77iN4aF+WpsS7H/9Ja69\n+lLOTIyx+/UXWLNmFbW19bz6ymFuuukmLLtEsVjEjNUyNjRKsexwsn+AeDzOrbfeiqbDiRNHaL35\nZk709fEnn/8LLtu0kR2vvIqFwepVBkf7TtDSWMf83oWMj41RLBYZHc1x5dXXoIfTjKVP8/V/+VdW\nr1rCwu52GhsT7N2/m5pEM6vXrgEjzLvu+Ag1tUnAIDKWYvM1t/ONh77OmrUrcdS56dZf5AiKWKvF\nz6Mf0cUYT/446/8shQeEgh3VPe3JbNVUfj2Nn0GqFheargsucyHreVVuHiiCc9tpVAt/n7Bgysx7\n3w+YPDDiT3EFt+/vhwbMYIi8bXnb6+/vn36/WvWX/7XXG80Dn946ns2Dty+vTYl/vLP1MZstLi5N\nphTSVigpQYKh6xiaiamHMPRAqkbXMAxjOsUUCoVoSMRpbqijtTFJW1MTdbUxEjVR4pEwkfDM9WcT\nxcHF06Rz5WP9+zGE5oqVpUJIVxukI9wUVWVs1cbosTEOlUlJHMfBkk7FhFICEqEqyzkWhmFQKE6R\nnkhRyOeZtjtUZ7enlJs2FFBV/O0Pz1zyfOenGmC8kPMpBeBV9iHRVZEP3PkO9r30FM985wGe2nmQ\nBes28uhTzxKK1hAOhynlszTXhClNDFIc1elq62Y8dYJ5y+IkmiQPPvx1XnvlKK9uPcXU+EkiWBjC\nAKmDMlAClOaW7p8vdAVCCSQajiZRmo2GjS4lpgMNcoLGSIXtizUzbEVJmc2Mk2T9zffy3LaX+dSn\nPkWyNs5rL2/jxmuu5MC+vWy6YgvNrZ0UyjZTBYvJbJ58ocij332Mvr4+Nm7cSFNLMzfccAPr1q2j\nq6uLaCRMS7KeTRvX8th3vsmJ4wf4yEfuYzKdoVySLFm8mkIJlBZmLJWlaCu++73HyBdtwqEoy5Yt\n4/RgP5GQySXr1jORzlGyBC9ue4nGplYmc3naOzv4/g+fJBKPcPedH6C1tYOlS5azePFCPvarv0Rz\na5Qnn3qQo30vcemGtbzzlpt5bdfL7Nv7Oh1traApmppbae/uJZVT5AogiRKvbWb7jp3c/u47MUMh\nDP2i2xe+5eNCHHrhP190/NOIn0Za7CcVHhDyHqT+pqT+8FdB+X97NgM/SuXSXHEx2RpwQdE999xz\nTtuLYHrMHx7g+8IXvjBDHO3v5eZpczzwE2yD4S3jbc//nn9Zf1rMv64HhLzUo6fD8tKRng7K64/m\n6YP859qrtPOiWsXbhcZFpclae5aqT/zpA0SiOiFTYRqayxApUSlv9j9UNVB+wbLAdtyHtmU52FJS\nKJUplUo4tmRyKocl6yhZZUpKUbQtLCEoAXZlG7oyXS2JEq4RtHKbmIIn8q2wQJURSMGMRrG2nPtY\ng+fCa+dROZqqy3sIXhNGVb2S915IScLhMOGw296gXC5Pp7WklJR87tvBCgUhXAsCD7T4gc/09kV4\nhubH/81CCIHEOkc75Y8YpemKLkeLIJWOAAwp0ZWNrYoYmo6JTczOcMXCGhbExxnc8xhWZpDelZvZ\ns2cPLS0txONxRkdHaWtro6GhgT179pCezCGEwDTdZreTk5MsWrSIw4cPU1NTw1CxiVDXGlKxxZyy\n6iDRgi0tVHmSZCKMlZeV43DcFiWahqNpSOGCSFPkMOwQAhPbcLCNImGpiJdMYo5JShQIGyaOMClh\nUlufIDt6gO5YFmfyJA0HvkYhX2bTFVeTyxcoFAo0NjVRLOWIhKKMjIyhmRHOjKcZGctgKZ1ovI6N\nl13BdVeuRNp5FnU3Y2XHmcqNcPzofoZHz3DVNVczNVmirqEFS8TBqGNsbJLe3l5Ghk6xfNkC/ucX\n/4ZVq1YxNjZGXV0dQgjGxsboO36SZDJJbV2EgZN9rFq9nGuv24IGPP7Y47z44nYikRjvvv2DSCvL\nwb07aKqF9rZaFi6cx/CZcYZHRjl86A0sG5YsW02uIGltW8Duvce4/c57icZqOXx8H93dPZRLks6u\nXvbt28+8Bb2USgX+y2/8MYcOHns7TXaemOvD9+cVLFSLn0fWq1p4AKhaE9Jgk9Hz9eTy//ZamPiz\nEtVYn2oR/AJ/oSJxv7D6Ytto+LU3XqWZPy1VLSUWZMz8KTd/VDuf/lRZf3//dDoMmAF0qjWFDfoP\n+Rk8f5PXYIrzQtNkFwmGlqlPfP7ficREhcmR040ylRTTqZpp6KDO6m2UUjiVSiurkgayHfe1XRGh\nWnaYQsmiYNnkS2XyjqTsSMpSYUuFlJWmqxVA5FajeQ92cQ4YclAzwFDQdDEYc+VwzweGvGP13g9q\negwkpmliGO43bcuyZlS2OYF2Ff4eY47joLSZ2/OPVymFIUIzwJD/GFz2qjwDDAWjbJgo5YByK92E\nkphSVbyOJMJIoNs5Ik6KejXOTet72PnU19m4uJ0VC7vZtnsfqVSKuro6MpkM4+PjLFiw4Ky3i2aQ\nz+cpFApomkZHRweGYVAqlWhvb2dwYJhtB84wf/NdjId7SBvNFM04tmaQmZykJWygeS1JcNy8H0xb\nL5T0ECHL1TY5uqSkW2iYhJ0QIdskpOUx43FyUpIuTKEVz3B9r8HR7/8tCyJ5tHiUO+64iwceeIiN\nGy8jUVeLruu8tmcXmtJRQmdycpLMZA4pNFpa29CNEF3zemhrUMRCBiuXLWS4/zi7X3+FefO6ec/7\n3su3vvMIV115I/myg9KiZDIlhGFSl4jS1tzAP335f/HirjdYvGgpnR3ziYbjHDlyhNxkCtspYhhQ\nyFosWNDLRGqEsKnxG7/xKU71naSrq4dvP/xtpCrzzNNPsHhhK1suX4tpKp5//lnmL1rK8Mg4Lc0d\nDAwO8YH7Psze/cdYuHQ1XfMWMzg8jm5EiEQEp04OUFvXSHt7B4VCCSltDFPw4Q9/lkOHjr8Nhi4w\nZgNFP+/g4a0WHgMSNOubK4L9u6rN91JX/vhRqt/mWsf7/PZrhTxQ4VVZeREEcpznLFEAACAASURB\nVNW0QV54YCXYT2wuoO8HNXOBR3/4nar9ICu4jSDo8nsJBVnXuarjLhQMXZzPUIWhkI4rkrZt6QIa\nW+E4yu1V5ihsx/3tKImjqPyWSOXguGoalJBoGughHcOASCRELKKoS+jUJ0LUJaLEDZ2wEITQiAgd\nXXd1SrqmoetueftZD55zK6iqjf9ipos9N7PpdQCkrlFWkoJtkbfK2AJsAY4mcLTqY50Btjjrulxt\nf45gxiQ1MT05VQ4leKwFPUJZC1eWdQhRRtNKoFtIXSEsh4idpVkboT10mq2P/AMfuvtWjhzu49DR\nUQqFAs3NzRw/fpyhoSEWL17MXXfdxYoVK1i4cCHNzc2EQiFGRkZQSjE0NER9fT2pVIrx8XEWtoS4\nekUz5RMvMLTtQRqyh2gVWfRChua6uspxaK6QXAg017SAMDYRVQZloqEwpIUpbUIqhBBhpBbFMiIU\nQu3k0uM0Fg9zSXgv9ccf4qqWFL1aho/cfhOWDc88s41QOMaixSspWxqRWC1Llq5iqqjoHzhDvmDR\n2tbM2tVLuOmGTVx52TJMOUFbraS7Ncq2579POjXML//yh+jpnc/g6VGWLluDJcIII0qpVEKqIj2d\nSQ4deJW/+9s/p6khzMc+eh+FfJbmpia2PvsimdEs2UyWeFSjvS3Okt5Ojuzbzem+o9TFQnzmkx+n\nmE3x3A8fZ+vTP+DYwW1cdskirtlyCbtee4XtO3awbv1GSpYEYVLXtIjNW26n5MS5bMvNHD91hu88\n+gRPP/8ioxMTHD12Et2IUCyW2PP6G8QicZobWyjmSxdN2f+ix2wptF8kT6Kf9fDSNR6z4BdNe/Ph\nrLeOF0EjRv9vb/6mTZvYtGlT1S/Gc8XFVKQJIc5p2ur99gMkD3R44/SzV/4KLG9Z71x4aSqvs7w/\nPKDlT4X5011zlev7dVbAjBSlv+y/GrvjXYdqLUH8bNKPk668OGZo3nL1K3/wVcwQRCMahuF2DBdU\nqsjwxJYuxtI0w2UrKsyQjYV0XHCkFAhDR0lB2bbcwTg2Spg4UpAvKSbzZaYKNiXLrcgaLxbd/QhQ\nSuBI6QqslQJ1tq+5d0S2kjOYIVml87k/5joXF5Im878XTGMpg6rzvfdCYmY7DX+TWV3XkcJXRu4r\noZ/enmZWLY2fBjxW6RyhuD8KehRNOmiyjImNLpSrvxE6CoOWQoZ6cRottQs1+jof/+AdvPrS65hG\nM6nJEjYp7rzzTh599FFWrFjBO9/5To4dO8Zjjz2GUopoTQ2FQoGhoSHq6upwHIfx8XFisZh7/EwS\nMmMkGjrpnyizr79AqXYebauvYDzvkA23oYSOBByl0AXoykbDQVOSrKgn4kwRUWWkplMUYRwtXAFN\nNqFoBz3Wa9SefpRi3w/paK6juW0+GzfdwpM/eB49ppGdzFOfbGFycoolS5eyeMlCfvjMU+SyBTKZ\nFG0tjSxfvpCrrryEyckx0qkRkDbFiT4OHz7M1ddeR1tHN+nMFB0dvUwVLSLROOmcjSNtGupqsZ0i\nTz72KKdOHeHTn/wEqfERwk09DPWP8PquI2x/4TWa65MsXNTKqlVdfPuRfyOi17Fp02W8vusVMpPj\nxKIRrGKJfL6AYyvuuvtGdu7cCUDPvPkUiyXC0Th33X0P3/jGg2y69peora2lf/A09Q0NJBqS7Nm3\nj0g0Tu+C+ezdtZPOzi6am1spFcrE43Gs0hQvvvg8/+Mv/w+Dp0ffZoZ+hDifbuFttuinH97D1Cv1\n9ofnZOxvN3Expn3B/QBVmaIfJ/xgAGY2JPXHbIxXsJUGnO1T5gmVYW69m+c15AEmL3Xmr/iq1h5j\nNpbK8wvylvPP9zNTwVQmzN4KxBtn5fje/DRZS/cydd/v/QuhsCBScZQ2DA2v4ET6jPtQmlth5tMM\nOcqq/I0rFhZMp9CkUpg4KCmwlI5UOrmCTb4oKVuSUtlmShNYjo1tSSzpuGJjddagESoAggpbgpou\nSZcV4HTeE1KFkamcqDnXU3Lmtj0GxwvHyxwGgJAHUCptuaqyQR4AnLE/H6jSNA2H6oaR3m/dsc45\nTn+EnYqdAa5bca5UIFFbx9RUgfrGJAtTr5EZ3MmKdodkKE1cc5AywpQVJzclqW90Oyzncjmuvvpq\nvvnNb7JixQp6e3t55pln2HvgAKFQCF3XeeONN2hqaiKdTuM4DrquU9QUUQFRYdDe3kU40cy2Pcc5\nNJRhxYaNnKzdiBFNcGokRdf8JUxM5kBp6Bo4VgndqCGscpiqhEMYPVJPqZijI2ly+sRe2lSJZfUT\nbOjIs/XxB/jgh3+Zb3zrKbp6VpJO5bG0EuAaJ0oMmpubGRk7w3vecxfpsTHGx0Zoaaqjd147QpQI\nGw7J+jjfeeRhLlmxkGUrVrF73yHWbdhEyQLLrrR1URqRRAOJ2hq+/fDXOXZ0P/d98B7KhQLJxno0\nYTBpwWD/GYQ0KeclEUPw0EP/SrLRZNnSTsKhEE8//RRd3W0IZSGUYnR0jMsuvZypqQJHjp9gfu9C\ncvkSCpO733sPqVSKtrY2Tg+cItl9FYcOHaKmthbbljS1NBOKRHCU5OjRo4yPneH6a64jFqthbGSU\nRCyOkhb9p47zmd/+c44cPfU2GPoR421A9J8Twc/vYM+ratVLfu2Mv/w7CIqCZePVStj9qRw/W1jt\ni+hc7JEn0gammRrPGPJCgJrfKBJmip/9qTW/5ma28ECQt18/YAoyMsEqMS8N5o/ZAI1/+0H9lrd8\ntW0E42JNFy+yUetS9d7/+k9Ew4JIVMc0NCIhE5TbI8pSZQBf81Ux7ZXjaobcKivHEwujITk7X6cC\nmqTAVjplS1IoOdhSYZVtUo5CSjXtR1R2bB8gAqX0aWAFlQqoSkm8lBI1h3mfu/5ZR+MgsNDPV3pe\ncZqezefHCdSGB5fR/GaTFwiG/NsRzGSW/AyREAKhrKrre9Fgl7BFiLIWxhImheIUIYp01prERJmR\nZ/6B3/+v/w+PPvRPLOysA7tM0YZcUXD8xACXXb4W0zS54oor2LlzJ7feeivJZJJ8Ps+2bduwJQwP\nDzM0NISu6xQKBYrFIrlcjlQqxZhVJqQcupJJGmri1NTWk54qEU82smf/IbYfF7zzI5/kZKrMhBVF\nxpJILeqyjwgM20IXORA2jooT0uIUx0/QovfT3WAxf3IPPd2tjGVS9CxbzXd/8Dw9ra2EptKIfIpc\nvIGpggVKZyKd4cjhY3R0tbPhknVcuX4psViE5csWM3z6FDU1IZ58/BEKxUluu/WdFHMFlNCJ1zcR\nTSQpFC1sS6JrGk0NSfYfPsL/ffgb9HQ28YF772YqN4lhRrClxtPPvMDw2DjPPPMMn/rEx3nl5e20\nJBM45SyXrl/F4098l/rGetrbWxk+3U9NIkImlSYcDpObnKK9vZNk+3JWr1nPib5B1q6/nNHRUaIh\nHcfKk8+leXxrP++6/XZisdjZLwdoRCIRDMOgJhHm1KkBnLJNW0srulL0nzrOthef4YEHn+PQWwQM\nrVmzRn3pS1/6qe7zrepL9LMe/s8/r+nqbADCX3U1W18tmNnpPbi+F7Npibz1PcfqC0md+bVBXgrI\nY3DmAkLB8XgpJk8g7QETP7Dxohoj5IFBj1UK9qnzzlfw/PrHORt7409xeWAs+P8wWyuS84V33u6/\n//6fhAO165ljK7Bt6YqgpSuQdio6Ike6aTC3mNwFQLbjYNmSouVO5ZJD2ZI4Dji2QDqa69BsQbGs\nKFoKy7IrGgsbTQMzpBGLRFzvIoX7vgIh1LSIG2b2Ggv2HbtQndDFaouClQPVJk1paEpDr/wYwkBH\nn37/RwkhxHTFmxaYdCGmJ63KuIJWAbYhKBsaRdOgbOo0NSfQp07RXNpP+Pi3+dwvX8+rT3+T1UuX\nks0qBkdLDAxNMDY2wsd+9T7e8573sGLFCgYGBviVX/kVEgm3g71pmsRiMYQQLFq0iI0bN5JIJKYr\n6xobG2lvbydkl+hubSUci5GeKpCanGR4ZJAzQ32sX72A65dHye3+LiO7HqcrUiCpl4moMsoqoikb\nQ9igKSxDx9JDZPN5FrbVEc0d4cZlJsVCP1uuWM3g8SO8sXM3jXUtZEuKM7kyxUiC0Ykx0ukJ+gf7\nmZiY4Iotm5m/aD65whTKSiOcHH3H9jNw8jA/fOIxlixZzH33fYjDR4/RM38ttU3z0EKN2MQo2ibN\n7d04Er70pS/xwL9+mU9+4qPc8a53YAiJoelYZcXBIwMIs57Ojl4+dN8v8erOrVjWGZYsTnKqbzev\nvLyVdavWEI/V09rSzQ033UpqIkeysY1ySZGoSVKbaGTZms2MZRWLV24ib4Vp6VjEVEnR0tqOaejE\na0JEIxqWXcSxS2TSKaIhHV0owqbOVD5LTSLCRGqUUiFHqTzFmeFT9J88/pbSuViWdf6F3sS40A/w\nt/VEb354n+Ueu+A9qKtpSryKKa9Me7brFuzP5UWw5N6LamLlTZs2XTAQ8tylg6mh2YCQf+zVtGt+\nUbRXyu4ZRs52D/o1RP7j9uuJvLYkfuDjF2J7MZvztR8IwczefxcTQeZv+/btMww1zxcX9RRWUlIq\nlbBt22VAcLU7dsVXx89KKKWwLYlt21iWg2VZOLZ0J0dhW1C23DL7kuVglR0sGywHHMcVZkvhskaO\nY2HbZcrl8qx+Ot5fc+lizhdB4bQfLJwvzufzI9TZSUPMmKo5a58vprVK3tikQjnS7etWaWvi318w\n/GX9UkrKmkFJNyjqBmUdclMpYiJNaWAnH7hmPsMnXiesivT29JDNO/T0LiUUqeFzv/U5VqxcxHe+\n8x02btzIzTffzJ49e1wzQdN0GUHHoa6ujkKhwL59+1i9ejXLli2jpqYGTdMwTZO1S+bRVBenvaWV\n8UyO4XQOZYaZsiy3R5c2QYeR49IFTYwceZ38aD8hVcJEgl1CIEG4rVBsTUfXTES5QL1eJHXiNS67\n416efuEFuhpC6KPHaaJAbizFpJ5gItSGruuEIiaRSIQ161azes1KbrjhBhobGzh2aB/1NRH27n6F\n06cHuHLLZoQQlMtlNmy4lFxREgrXcXLgDHqohvbOeTz8zW/xd3/39yxdupj/8ulPk4hFETgU83me\nf/55hobO0NzcCSLK4QPH2LHjZTasX4Nt59j64uNcedWlmIabnr3zzvezauUl1Ne2snLVRooFyehI\nht75S7nssi0cOHKK7nlLKDo64Vg9mhmntb2TcrlMMlnPihVLOHNmkMaGBMqxMAyNU6dO8cLW58lm\nJnEci9HRUUAyNDzID37wBH/wB39CfUOCmprYxd+cP6NhmuaP9A3zpxlvg6I3N/xeOXA2TeQ9OP1O\nyJ54dy6mrhowgHPF1UGBtR8wBbMO1UIIMaMFRbAzfbXw78M7bk/L47XF8JfB+12h/efE24a3Xz/4\n8sCZPy3oFz17r/3n0ANFfpG0t78gEPLC/39Q7XzPJpb2N9f1n5MLiYtKk9V3LlE3ffrviUUMamMh\nomGNiOEqTaS00SsiYolwq8gqTtJSuuXwBctyS+sdiXTcVglCN6bL0g1booSgLBWWcvVDSkocywFH\nktZ0FyhJxxViU9ELVcbnaG6azdMPeSX/0yk7Zup4gscuVRh0B5DTywolEMpAnSfNJKSYFj3Due0y\n0LUZr2c777PNC6bOgsvrzJ6HrgbOgvuwwzpMWTTrBnXWIBNHH6PZPMOW9WtQUzBZylDUa8hkMqzs\nauCadQuZN6+Xw6Nlvrd1F3/4mY8zOjrKk08+yb333ksmk0HXdcbGxjh27Bi2cE01T/WfJJvNEomE\naGtrY2h4kMnJSXJT48hinjNDQ/QNpklNKWoTDdSGDRoTMZrrNaxYO6lQF6lQNxmzjYJWS1lEURho\nWnkGmPWfx0gkwtLRh/nAOy5lYZNgKjuOpSeQoUaEiHP69DBDmSEO7d1Hc7KWS9evoKUhTn3cJJ9L\ncWrwFfbtP8y77rqXULiBYllw6OBRlixcRlNTE4eOD9KYrGHJ4h6+/72H2PnSCzQ11PLeO+/GKpZI\ndrdSLDg8/dR2Fs5fxUR6kta2JP/x9f+DbtisWLqSY0cP8NruV7lk7Trq6+dz6WU3MJKe5JobriWh\nldi29WkWL2rh4L5XyE6OcurkadZvuIKm5i7KIkzPvMUMjUwSDtejFDz7zOO8573vIJcZZnLSYTyV\nYdXaDYynJhkeGiGTGqepsQFlWSTq6nlj314ymQz/+I9f5iMfej8jgyfpP36IrbszpHL2WyZN9thj\njwEX9yFZLYIPuaCO5EeNt1Nmb05s2rRp1nJv70HqT/X4r2fw+gXFxl74DQW9mO3a+++3H+Xe8wwh\n/V5A1RgjT/vkzfPAi5cS8465mq+S93fQ4TnYbsP728/0+AFSUH/lLRNsrTGXYNt/HWY73qC3kNdo\n1w/YAHbs2PHma4YaOpeoGz71d8RCOrWxCPGIjmmAhoO0LXTdRKJQEtcMT6lKF3c3XVZyHNdXyJY4\nEkqWRAi9so7AwHUQlho4wu0zpjxUJRU5zUBKt4RfSTEtovbadaCpOcGQo53r0TPjZGAgNIUUDkq5\nXkg6OigdKeYGUkEw5F+uGhiqFnONzam06vDme9om73U1MAQzmbK5xo/hENfChCZTqNF9XLHURI6/\nQZ2wESUYy40znJWYsVrWLJ1HeXyQ66+7lowTZvONtyHyaR555BFuvfXWGekIj67Vw1HK5RJ9fX20\ntjZj2zaHDh+gvb2d7u5uDh7sY+LMIEJZPPfiNupaO6hNNhCLhDENjYFhCxVvRTQvQtbNZ9yJUhJx\nHGGi0BA4M8CQJ2DXNA1d1+myJvnwbUt4Y+s/MtK/i5PH+6lP9PLe2z5CTaSBZZe3cKrvKPXxKG1N\ndTz/3NPM627nhRe2sn79MhYtXkreEWSnbAZPj9HQ0EhPZw/73tjLZZvXcvzEER7//nfJZSf48C+9\nn9pEAll2WdCBkTQTE2li4Ritra2UCkW+/OX/Td/xw2zevImXX3+J3vmd9HS3UCxa/OZn/hsDp3OE\nojV09nYydOQgpumgk2fg1F6ELFAolGjv7GViYorGzmUYoThDZ9L0zFvK+Pg4He2NWFaKciENKkQ0\nGqNoKYolm5MDgyTrahFSIpTDwb27+cpXvsLK1WvZcOlGvvfdR1B2CQOH/f2CU0Opt8GQL37S7JIH\niObqHP92zB5KKe65555ZmRS/9gbONQestrwX/jYPfvDhB0XVGpD6y8F/lPAbFPqBh/8YgqDGX/U1\nm+jYW6e7u3uG+eFs4mh/Fdts4vG52mAEtxUEOedjv/zH5oWX6vOAmH/s3d3dP5lqsobOpeqmT/49\nIVNQEwlREzEJmRoGDlLZOMJ72IvpFJqDr5oMheXIaTAkJViOdB2pbRuEiY1A6gKEhi0dkG4aSVOQ\nl26Fjr+hq8c6KaXQNc6CIeU1XD0LhmzjrFi7WhpNKIEuJEo5lUmhaSGU0M/p3XUOq+S4Pcf86TJv\nOQ+8+F8H9y3F3EDJA0P+FKB/+bnAULXxnpP6ExamZRMp5egwJ1nRWmJZM8j0EDFNY+++nUxpNdz8\n7veRbKhn27M/4B233Ey8toHX9h5k9bIlOI7Do48+yrvf/W6EEITDYU6fPs2xY8cQZgjTNDl4cD8j\nIyOYIZ01a9ZQKhXYtWsXGzfcQGFqksHBE5w8eYwSDkRiqEiCmoZGjmc6EdF6BtNlkvOWkiqqStm/\nlyYU5zBDQohKvzhJuVim3ZjgrisX8doL3+XAay/jFDKofIo/+d3fxowVWdDdTkhYHDu0n2g0yr98\n9QH+4i+/yIkTx2ht72ZkIu2yULpJbW0t0rGojUX5hy/9OWNjY9x11x00NzdTX58kk8mim1F2bH+F\naLiF+voa2lrr2LPnZXa+vJ1YJM7ru97AIEwxbCNUgU9/+uOsWrmGJ594iZ75q4gk6mhsayQiBS3J\nBP0n9xLWC5w8eYBIyCDZ1EK8po7TqRDtHT1oZg21dU2Mjo6DKqNrRXbvfol1K1YAGpoZ4cGHvsUt\n77yV/Xv3EQuZ/PfP/3c2LO3kyquv4Zvf+i6FskVv73yuveZqli1ZzAc//nkGz2TeBkNV4s0ERX5R\navD124Do4sKrtvI3GvX33vLSYtVKti+EGfJvC872Mwvuyx9zVZNdTHjgxj9GL41VjSnyl7/PFt64\nPabGA+EewAhW2QVBn38c/ko8/5jg7H1cDSzONr4gQPKuj3eM/r5lfgbLLzj/iYCh+o4l6pqP/y9C\nhkZNxCRi6sQiBiFNoJScWVqPm8byP6As6bJCtu1gSzBDEZTSsByXhZkqw1SpSNEu4yiBpptootIb\nDJ2CVUYpppkkF2idBUOm8IGhKsxQ2ZwbDGE56JoE5SBUhYnRQihNn3aI9uIcpiXADPlZmwsFQ/75\nwai2Df/f52OGgqX+wXCESQiHGvLUyzTzam2OvPwEH3nPzVy9cR3WxHFi9a3sO9bHy7te59d+7VcR\nyuGRb3+Lu+++m6effpbu7m6WL1/O+Pg4pVIJTdPIZrOcOHEChI5hagwMDJDP5+jo6ODYsSMUCgW2\nbNnCrl2vI9GorYkRC5n0Dw5xOqcY05I40SYG9WVghCk6UFY6wgyBkGjK1QrhmDPuNdu2p/VIlmWh\nIln0iTwLartwJosYRoHtLz5AR3IUXZ7mulWXcMc7r6OYPs3JQ3tpamriquvfwZRtYJWmQDMo2Dbx\nmlosx6azvY1v/MdXGTlzmu6OOq7YciUCEyMcxozUsuOlV5nMFpCOYMvlN7D/4Gv89V//CWvWLGDh\n/C662+fxxKPPMa9nGX3jZ+jobObee26jXHIwzEaamueza88elq1exsTAOPv37+Lm6y8nP3maI4d2\nYmgOjS3NxKI1nBgN0d01n1giSdly7yVDcyjkxhkfG6K5JkJuqsBYOktndy+pTJov/eP/JmLoLFm4\nkK2PP0J9Qy3rN15OU3sP83oXsH37diazaR54+FXG04W3wdAFxI+bHpurCerbLNHFhSecDmptvHRK\nMC02FytRLU3mZ4OC5evAOQ/wNyP8omqvQs6/D38jVTj//TibFYD32r8d71zO5TQdLLmfKxXn3/9c\nJf3+e95fbeZP0QW/NASZuoGBgTcfDNV1LFGbP/pFwiGTWMgkrEMsEiZkGuhCgVnR2VDx+XEst6JL\nug9sR3PBiGVLpCMQholUAsuyKZfLTOShYJdxhOYaKlYap5q6CY7EkjZSqmkwpDSX+fFK6QWuVw4w\nrUMSolJuLxW2MTf7UioUCesap44fIffsMyx43z1EahJEYrWU7JnNQs8xPWQmUJFSzmRyArsMru+d\nmyBQmm28wfUNMXca7nzfRspaHTolQmKKmMzToDnI9BDtdTq337SZxfEcU6lRctkUa9auZ8p22L1n\nD+9/35386X/7Q379k5+hWCzS1dXF6Ogor776Kk1NTWSzWV588UUWL12CEIKTJ0+QyWQIhQxOnjzJ\nDTdez4EDB0jUOvQsWElqfJKuxhZyWYv9Q4pXxmsYVU2Mx5JI5QJOKSVCUyAlunDQhABlzAB9Hnj0\nzr+h5YjaOmEnhCRMUVrUxAtMjr/OkX0v0pId4Fc/+C666+HSFT2EDDjcN0wi2UPIKNDQ1IgRiWKG\nIuw/sJdnn/kBydoarrjsEtra2giFIgjNpH9wlAOHTzA2nuKmm9/J5FSOx779CGUrSz4/zIc/fDf/\n8bV/Y/H8ZQz0TXDZxmvIK5OG+iit7bWMDo/S3b2Kmto2DvedZMHSeagixEIapiiirAn6ju2jUEgh\nlEPXvC7C9esplW2k0kg2tXH46BFMA3LpMdauXc7wiYMUiiVyRYsH/v0bKAVrVq3i8cceBcdm46qF\nLFu+mtbuHkbGs6RzUwwODVGYmuKh777G2ET+LQeGvHizHlQ/rdTZhYRSbq8qz/DvFxFIBdkNr6qo\n2gN6NjbIzxZ5wMMPeoJAyHsI+5cNgqQ3O7xrDTPdoWGmji0IdPy6oCAj6Wd+/MADzrJgwVQjXHja\nyy/c9pioauFP4Xnj8VesBZmgakxgZf6bD4YS7YvVZb/2t5iawADChk4sEiIcMjA1HU230A2BoekI\nAZqoVDx53dpRrrDaVq48Wbll+qWiRbFcZiKvUbDK2AgcJRHCfZiFhOuu7GBPM0Mo7VwwpKlp80M1\nbT1dMX50FM55GnDniyViukEyUcORA/tpbG7GiERxTNOt0qoSs4EhmGngWK2iy7+81M92q/ev6y0T\njOB8Q2jnXX6usKlFiAKaVsBAods6Cd2gNHmaZJ0kPLSHv/mjz9Bi5jgz3M+U1AnFE/zwice48dot\n/L+/+0eEw2GUUnzxi1/k2LFj1NfXo2ka27ZtQ9d16utr2bt3L6eHBpiYmCAcDhGJRHj3u2/jzMgB\nOnpXEYvWI9NpMukiJ4utPHxQcMbsphC2QVbYMWlXqvBcwBk8t7ZtT1faeecpJuOY2iRoWddGQI9h\nlQziGNQaJvuf/wfIHOXVx/+Z3OndZMcGiNYkOTmcZUFvHWXbwgxHaW5t41sPf5OerjaWLV6AsktE\nY02k0zmeee4FwpEaEjX1dHR38YOnfsCxE8c5su8NNm2+hERtmJKTY8GCBUjHYMtVN9J3fIhopB6p\nCsTjgng8wYMPfo+P/dpnaGxtYzQ1grIlxXwWp5imLgKF7AiDA8eIhg0aGxtpnXcFA6eHOHq8j5b2\ndhqbktTEouCUMHR47slv89jjTxJL1LFoyQp27XqdwVP9LF64gM62Jm679Vb6BwcZHB5j8crVnDg5\ngGmaDJ8e4J+++vRbGgzBz17KLBgXC2Q8o74fJx3zVgqPJaqmZfE/wL37ILjcbGkyLzxA5DdphJnl\n5z/J8LNEQWDkZ1OCQuhq74N7/H6mqZqhpPf+bHqiuXRDs4EhTwtUTUxdTRPk7c9Lz3ljDwKiCwVD\n54EHM0MJsIQLPsrSbR6qSmUsR6HrkkjIJqKHMISOEAohQEdNV3u5DIlAk7CzpAAAIABJREFUaApN\nathSoioPMqEUph7CchRCKLfBlvCSPxpCgUJRyXhVDam53JALTqZ36q6nnb/CKlpTR9wwGU+Ns3T5\nSgqFErlSCS1soMuZzNBZ4FHRMQU259fkKKXOMW2cXr8yycCYgtqXYATnX+jyXgTTZlGngNKLSK2E\nEgZapInJsiBcHyZnZrEblpNyItSrCToba5GRGg6cGuKOu+7iX//5SzQ1NTE8PMxHP/pRduzYwfr1\n64nFYoyPj5PL5WhoqCMWi5HOTFAsFimViti2RShksHPnTjZuWENj4zwMzeTwoUPUhOPUJaPY4TJZ\nwyDMFKAwlIZSstICRiAQgI7Q3OMxDGP63PqvgaNLEAKhRShrJiUVwQyZmEpSLOZZccOv0OAMsH3/\nMBu624mU8iSb2zDrOlHlMWriCRwF+WyZlSs20NXWQn1NlKlMmke+9yyFQomW5g4WLVzG1772Nb71\n3T+jucVk5cqlNDc2cerEae79wPs5cqKPnp6NZPMlXn7tFK+8upMrNqxnxYoFOE6W0dFx0uk0hUKJ\nyVyW2oZ6cpNpMiMZTKeEHQ5TX9fE4MBJ8vnS/8/em0fJdZd33p/f3Wrrqup939TqltTad8u2AGN5\nAxswEBnCkoUhk0xIJoPfmUw4JyQwmcMknMkEyOTNG+YFwkswAeOAwYCNd1uybEuydll7q9X73tW1\n3/X949Zt3b6qbkmY1fg5p053Vd37u797b3X/vvV9vs/3obZWYvBiH6fPnuFv/+7z1DTWk0ql+OhH\nfgfZsXj8sUfZsKaTnTft4OLACI/+4BEqKhLctust3L7rVk4cO8ojjz9FJl9gw+Zt2ELj9LnzjI+N\nsHH9OiRpYXr49RjlNAy/yHgtLI6fEfl1ZIQWi8XurV/Y7Gce/IDHz/aUE0n7gZA/fl42CUFA47Fg\nfu+gIDPk9/TxgyCv6izY9sO7Nv5rAZeZIn+V29Xm6XfV9l73quX8r/nnFwRKHljzyv+984KrC+IX\ni+sCQwKQbKu0gAsyukFOkpBNt1+WlrdQMzqxcIhoWEUVIAkLWRIoQsIw3VFsW2A5bnm8I0BTFGQh\nsBUdQZGi5R7LxMGwBToCHZOwCOPgIBwHx7FQSo7TJZ4JHXUehC1gSZwS5HJ8/9jLED2yWaRg6ciR\nEFP5HEII5LAKloElXWZxhBABQCaQ5xkiByEJvH7q7nMHW1qo8RGBLvSKkLFsC8e5LMSWhED4HLEX\nhOMe16ukEyWnbVn20oJLa4SCBpOGsBBCQzgqkiOADLLs6r7yhoZEgmXyFAXDYk6N02jN0dlUw//6\n4teYHhgiokokYxX8+Sc+yf91/38lmzGpiKlo4RDhqIqt5pjMTpJ2LL79o+dRZbj1LduZnZ3jtlu6\nCUkKzcgMZS5i1zZgGNWI/EUq7AxRewWK7OAIB4GDkBXX8NO0EZJAkh2EpKMoEkJYhMMOhmnPC6xt\nISHbRRyhIoSCYoEiDCRMLEkgoipZBIrawsN7L1F/VzutMZli5iKmHWMuX4BcnlU9a8jnddqbl5Ge\nm8GyLBIVFbz55ns4e+4kX/rS3zM2MUhzU4z3vLOH/QfOsnVjE5FdtyOEIFHfyPamVvr6+lGVEFs2\nbWH1ih5mjTwT6Qzd7S045iDre7sY6D9KZ3gDw5MWk/3nWbd6DU88/iOaGuvobG1CqPUYZo7Pff7r\nqBGb3lUb2dS7hpPHT9DeFOX5H3yFTRt6WdGq8sJLe7jxxhuorg7zN3/zl7x84BD9A8M8/NijzGVy\nUHC/YRzdf5C8XqSqqoqG3lUYxaLvq8zrP67mJLxUlEu1+ONqIlZ/BNMW1xPe9m+AoMux1LXwC4K9\nBfZqbS6C4NkPDn5R1937fHlz84NiP7Dw//TCrwnyngeFyl74U4GemBuuTD+WS0eWq2zzAxn/35Af\npPlTb16V4ODg4BX3yTtGcD7XGtcFhoLhLbrz7AQOpuku3IZhEJIFqiyQhINtmyiKtkDU7AiwLbeL\nPUBIc0WwqgV5wyab18EGWRaEFRnHLKXdZBmEyxbNUzOwQC/i14wsNf9ysdQ+i5WqL/W+EGLBknJF\nFZuvQiwIUq4lgtsuMGMsRXC+QYZMluXSdta8xgo8uHW5Sax3b01hks3rJBIJ9Iook5OTpDMZwOGf\nv/r/smnzWmZndM5fOMVg/xlWrd5EIlJDV9tyEhUqpmnQ39/P2lXd1NRVg2liGAaGUZw/tiwkNFkB\nYV8+P+fy/FVVZR6VCgnbkUpAzt1QclwxsVxKuV5xzSj1hUMgJBnbhmLRRAtFSVbVkpvRmRidIlFb\nCwj6+/tRJI2G2jomxgtUVddx6dIl/vpv/g7DLDCTGmfd+m4A2tpW0tmxjp033UrfeIrq6mqWL+9G\n102ymSKtre2k02kkSSGqRVEjEUKhCKqq4TigaWGGh4eprGth5403MTM7xdvvvotnnn6C8xcyfO+7\nD2HpeTZv3shD3/0ewyOTYIXoXduDZc1QVxdCCslMzkyz46ad3HTzTvovXeJf//XbaKEIc3NzpGbT\nFHSDjsYOZmdnmZ2doaKigqqqSu66620cO3EcwTPX9Bl8vcVPwhYtBYiuhyXwL15vsDs/v/Dund9l\n2tPX+Bd9714G00fl4ud1/661GssLP1D61re+tQAQevt5P73z9Kei/GNezcIgyKZ519T73c8W+Uv1\n/ZquIAvkHy/o9eXN+VqArT+uDww5CxfVywtoyXFaSODYOIZbLl+UJTTVbQdhWSZhRczvA25KA1xB\nrKIoyI5FRFVRFAcZC1WKMJcrYFqma7CoxlztkW3i2Av1MY7jtuXwM0HS/FQ9gBJIVQVOzxZLpKd8\n1V5l01As/n45UXTwOVwJpK4VDJXb/2r7BgHbZd8iASWGyT2v0vUtKcBlWcaxBIZhoRd14rEQ1T1d\nSIrGq6+eJlahYpppelc1c/9/+hjbtm/k8R8+zJOPvsDu9/8mmqIgWQ5hRWZmZopIxQam51I4uQzD\nZweYdiZItPYiKTaqLKGpMsKwEHIpPSbk0nmWgG5JKG+jlJhGr8TeBUPy/LVxW7fICJBsZCEhBPPC\ncyEkBApyqILKmmbGRs8TkWWamlroHxqhvr6eREUS23bQdZ18TucbDzzIsSOHaGkVxKL1ZPMJ4ola\nqmuaaW9dyR13vpfJ8RQ9yWk0NUzfhQGqq2txHIEsqxhGBlWRkWSZluZWZLtIPmew69Y7yRR05vIm\nmEXmUlNMjI2Smp3i+WefpO/CaXa9ZSeF/BwXL51m2871LGtfSX1VK/0XzzE13Y9enKSxtY3unjWM\npAQHjrxK37nzzKUy6Po0xWKR2tp6WmMVjI+NEYvFCIVU0uk5JsfG+T//54uoqkaxWLymz+DrNZZi\ne8oZLl6NIfpJ4lqB1Bvl+Ncf5UrAvfCcm72F9WrX1Eu3LaWX+WnH1T4bQf8hf3gpvmD4jRuXahWz\n2Lh+I8Tg9l4KLgiUyvk1wWU91tV8nLznfhbJqxq81i80190Ua14wXGKF/OkYC4GDgolE0REUbMgU\nbXIG6I5KrmiS03UKpoluWmRyeSzHbddgWRYyDqqwiagq0ZBCVJOp0GQiCmiWiWHmsWzD1RzJ4Ajb\nZZdwWSaPEfEzQn4hrSSz4CEkZ+GjDDPjPYLtM65oqeHb1ts/OM5Sz8v9Xm4e1zqe/z75WacF5+S7\nTt59LMcqgQscddPAdtx9J8cn2L//Jc6cfZWpyVHqG2pQNZBlg/veexff/MYXuXlHL/3nDvKue7bT\n0ijx/NPf4qW93+emratoa66hp7OLqclZUukCgyNDJJNxsrk5amtrABtVFi54ctwqwctA6LJdgIPl\n3k9kbEfCsgW2IyFQkREoOGiOfRkICbt0vygxQu5nSUUBR0FRKjCcMNFEHROTKbAkWhtaOHLgMIok\nkUtneOKJJ/jEJz7BV//5ASxHxtDzKKrEpo2bWbt2A13L1xCvbOKHP36Wkek0IS3O6OgkR46cIJvN\ns23bDRTyRdJzGVKpFK3NHQgbTN0iPZdjamqGAy+/RDIW5sLpVzl29BCPP/4DPvWXf0Zqdoq2lgaO\nHjtIrpjh5pt30LtmG5kC7N1/BNQYNY3tOFKMhqYecnqIsYks3d3ryBYgWdVAVVUdiYoqNEkjPTOL\nokjk81nS6RSZTIYXXniB/gt9RCKR6/338GsVi/Wxei3mevCT9yoL7uPvOfVGm48rI8hQeOG1dPAz\nE3D5egbvrbdY/zxB0PWE/xzgsq4o+JnwUmVBMbZ/P288/z7+8CrQPCbJS5l57I4HTvyiab8vkn9M\nvxg6aCNQ7u/L3wLlJ/lC8prTZAsZCLcLvWWYKJKMI0BCQjfd1EtEgOQ4qIr7zT2fKelyZHc/UfLo\nUTVBNltElmQimoRwBAoKFgqGbWEZJjYOQlLcLJlUWtw9TyEHSkmQkkLZWTDfeeAQLHeXFhoZLmDB\nXMMAl2JgoQmiEOIKTyUPkHgl9g4L2ZhgGk2S5QXg0s+6LRbBY/ldqf1zsW37Co+i4PEXY5Lmt5WZ\nT2s6ssbZM2d4y5tu5vDZPmanxzCmp1i7ppvmhiqmJy+yZeNb+OYDX+WuO3fxxGOP0rFMkIhXMTA0\nSSRah1HUSFQmudA/wvjwNLfs3M7spUnWrOl1zTOxkSVIxqJEbY2inS9d+lJloqUjyzJSSZ+lSRKW\nkDFsz17BZZEUQAjL1RuVPo9eCk2SHOSS2N80ilQnK8nNzjA6lUbXCzQ1t+PYChNTU2xYt5ZTJ0/w\n2c9+lny+SDJRyYoVK3jssYP81X/7ELlcgfaOdVy4MEhtQzWZfIG2zmYqkjKGbpLPFVizei0relYy\nPT1Nd3c3nZ2dzMxOE4/GMPQcR0+dYXJymuGhQUaHh9j/4l6ELPM//vc/sG3bOnbcsJWJ0SEaGprY\nsvlWupYv4+DB/Rw5m6G1qYOGhiRdy5eTzQ5z8sQpnn7mELtueRs1LQq6XmDHDTdzYP9LGAUdy3JI\np7MI26FgF5idnQVHIpXOIWSF4dFJ5FfPoijqop+/N+JyBL+B/iJ7oJXTDQUBUVBHEmQ9Xu/pOT+r\nEWQ3/NqhICAKbudP/cDS7ss/7bgawPXf23IiZW/+QX+ecmxZORYo+NzvTRRskeFnUb05efofP2jy\nAyBPnL3UHPxjlnv9er6UvCYwFAynZFTolTpbplMqf3cXaVN2AYhtOAhshsdGEVIDVclKCoUC+Wya\n6upqCnNZQqEwhmEgC4mQoqJINhYyuZzh1g+pGgXTAoTbMkOSXEtrrkwBeSGEV7slfM/97y+RWgoM\nN59G8sCQXb4Nx/z7QQ3REuXy15oeWyqWqpxbSvNULoQQOJLNTCpVaq4qs2rVKvr7+qirrSKUBMM0\n0dQEkxND1NXFePqJH7Bj+zYmx8bd9KSUwbYFEa1AWClg5Sfpn5qia9k6snOTRKNhKjvbGTOGyFkG\nwlHAtglrEvl0GikqueaKJTJT0+T5Jr6O46BiIckasqRiYiMjsEpbu48SMPbSZ7J7/wU2OBALhcnl\nckRVjfOXRrCjaWpiGlaxQCIa4TOf+QypdIrM3Cx33X0XL+x9mc2bNzMyNs658yk++nu/z+TMNLff\ndQPnzp+nprYCFB1FKzA3YbB+/XpSqRTDI0OEQiEsW6eoF4jFIgwP9KGqCpIER44cYu2aVXR1tvK5\nz/0j7R213P22m3nqqb20t9Vyxx13sG3bVvov9fHtB7+Dbdtoahs11Y00Nbbx/HNPIosslcl6LvWP\noesKBw68wMjICDgW9fX1jI+MMjM1jW3bpGZnyRgGkYjAdgQoCtF4FS3tNdiOBEy+5s/i6zWCouig\nAPsXBYiuhQW62javZyAEl5uJBpkNb2FerMO9P/yVaEEB8M86lrp/9913HwMDAwsqxhYzmvS289Ji\n3jZXAz6LhR/YlOv95oEgf+UeXAaR5TQ+5ewMrsVQ8nrvxXWnyZYKYVtIju12GPOnpEqpKxMZ0wLd\nstANi0w2z+jIOGfOnCGVmkNWw+g2IBRMw8aw3NYekiShyDIxVSVZESMeCaMKgeK44lcJgWyzoFu7\nl85a8ADX0XqRRzDNtiClFHgosowiy+5+XJnO8jM0wfEos/3VhNNLpcsWG+t6j7/Y/kIIFE0jn3d7\nYuVyOVRVZeWqHhrqqkhUhMmlBulZVk9qcpBoyL2G0WgFt+66m/e898M01m9kZlolJFchGQ5NtQm2\nrFuOMCY4c2IvDz70LWKJCtLpFA11NUg4OLaJXswTi4TdeXA5TeaKuS3XZVpT0JwssplBESaOY2NJ\ngCSwJdecEzyrh1JqTALZS59KEAkJFEWiIllJ/9AQy3pWMDM7iyQ7fPLPP8GZM2d597vfzrp1y4lF\nFD74ofdx5vwZ7r33XgxJ4avf+AZ53SadM4gnq8FRKGQLhJQQfRcvMD0zhaLK5PNZXnxxD6m5KSJR\nFYROPpfm2Wee4vvf+y6333EbX/j7f+CxR7/PH3/sg1iFWc6fPcl77r2NP/0v99PU1MgDD3yDgwcO\nMzuTxzIVTCPNxOQg+/Y9SThsYzkZTDuDYeb40Q+/hyYMZFsnHgszNjzMjh070MIRpmdTzGYNbBmK\ntqCytpH25StoaetEiyWpqKxbzF7rjcD9wuF96w7GL5IZ+kliqZTa6zXF5vfn8VdG+cNfZeUPf6rG\nY1y863S9VUw/i/CbFXogx5/+88wVvW2Cvb7gShNHL8qBRK+6y7sOfmbRO/Z9993H7t27ywqbH3zw\nwbIAtBw4Wgqk+u/L9aaqf6rMkHBMhC0jA8KxwWuNIRx3gbIVJCG5wmbJoa2tg9rKOJQWNUfWsJFw\nEJiGiaqWzBZdh0aEZaHgaoRsIRGSHXRbYFmuh0w5z50F8yulSphPaS2cvxNIMy3Yt8yqsECTIy3c\n3itx9zNES7E+XmXTotf2J2SLgqm0RY8//7oo8WYL022SI5GoTIItkCUV4TikZ2cYHx1h6OxBNqxs\n5Yff/RZr1q5GkeG3P/xbRKJJ8jmbmZkim9fex7vurOUH332AixdPogmZqgqJbCZDtFElX8jx6U//\nJb07lrN6y60M6pNoIdAUFcc2EbJUmpMMwsYuuZrLioSiKNSFNCazJobsoMhgAnbpXAQyss0CzZB7\nzyQUxQVujm0iJBmhyKjRMAXd5Etf+hKnjx5l3eo11NdWcuH8GbZu3cT2HTtQQ3FaWjvJZYtMGSkq\n41W8ePBF7rzjHiQRJhGPkc2m0YizZs0aMpk5XnjhKE1NDRT1PM8//yzr16+jUMxh5qCzs5Wv/8uX\nOXbkAB/96IcY7D/NubMn+J0Pv5+6pkayhQLf+c5DqGqE6elZWlvaEYRwLA3TmSWdkUnPZdALc0Sj\nDpn0OJKkMDh4mr4LadauX88rB1+muaWDyckJ1q5fTyqbo+jMUddchayGqKtrwLIF7W1dVNc28dKL\n+xG+goc3YmEs5Z77qx6/LkJsj3UIskFes1Kvysnf06xcWs0b6ydlh34WaUm/Rsebp5+1CYK84NyD\n4M4vDven2Pzl8J7Q3LtWfrPLpSq7FktZtra2lq3eK3edg5VwP+PSelcg7YXjOJe1ObiCZK+aBwek\ngAZHFZcdlm1HQmhRZgoOiqKhCAXZNBAU0SSIaSqSpGPLEoWiQa5YJC8SrvGjIzAdCx0Tu/S/2sRB\nRnUNFi9PN8B0qK7xng8s+cXGmgWWZeNIAkmRMS3LbaAqQJKu9O3x4wrHXlhZN1+ZNZ+eKd+bbH57\nyXI3uULP447iBA7vn3c5gONW6l0OC2e+5G1e8O14z8G2qnDkLEgZEDqWLhFWIq742C4wOGqTrtpG\nxejjVIp+njr8MpMTY9ywvIGLKYnpmVl6N9xAorGLju61DObAns5jFdKokShmTOO7zzzL0YsjrOzZ\nRFSTOXX8KIpciaM7hNOTrFimkr10lM//+e9S03IDq7d9mFalmt6ZIZ5orCJpxUnIUxj2AOFwO2ax\nHpw+KqIXqM13kiJOxqrEsSwSZNBkg6KskEdFCM1VndkWkrBQNJXpQp5wooqiZdMza9CUzNFba5Ie\nfoWPvPevSVbAsp5a5MoKdmy7EcdWMAwZKbyMiwMDbNi8nenpSeYKBS4NDrtNeu089c31bnXktIUu\nbKSwQnNdG8dePcnA0DAdba3UVFVRk6xk7549/OuXv0g2N8edt7+ZVw7t4+Sx51i/fi0bN27GNC2e\nfP4g+Xye6Zk8dXVRGltbKBTzIBdJ57OkTJmOzlr6z10kNTHBbbe8hZGz42TzswghyOXD7H/5LJ1d\naxkYHqCjW8GSLNZtXsv58+epjtdQU1NFa2cLbW0t9PX10VqvkV3RzEv7jl/x2Xojri2COolfxQh6\n0/yqgSP/QupfjMt5BHkLt/de0ETQLwqG8outv5Ip2Pj0anO8FkC0WDNf/xw9dsYPHvzAJ1hh5tfp\nLBV+TZFfrOyN7a/m8kBX8LovFt58PIBVzgspCID8ZfjeGEHdE3BN5wY/5TTZYuEX8gar0FwBtVwS\nw4IqK+5DldFUFU1WkIWEIkmYRh5TLyIcC0WSCasaIVlDkRQUceU32CBI8I4brILzh7+FgxCX03DB\nCFZrOSXQ5Li5uAXPAxX9ZTU8Sz1fKpYSP19PKE4RxbZw5cgKthojT4iUJZNFo6NappgaJDM3yrcf\n/DpnTr/KqlWr+PZDDxOvrCOeqGF5dy+RSAU11bVs3rgFu2RKWF1ZRXtbK8V8ljvvuI2KigrOnbtA\n75o1tLR2YjkSpggxl9HJF2xikSjHj+3jK1/6DAMDTxMNX6DBEbTGqrHyGqrSjq7X4+hJEtQhZmRi\nhUtE7VmwCxSFQlGOYQoN2YYIFmEyOJJDQYmQl6vQ7RhtlfVUTI/TbabpaZhjVYvFP/3tf+V/f/av\nufutb2bDql66O9awa9edtLd10NnRxerVazFNi3g8wcxMilAowsqVvbz7Xe8ilUoTi8VRZYVctoAk\nFIxCEdmBc2fO8PBD3+bZp58iMzfL7MwEn/7UJ/nWt77Bpi0bqWuo5TsPP0NVTTW33X4Hm7du4+ln\nnuepp59neHgYwyiSSFRg2zbFYhHdKGCaJsViEduGaDhGXV094XCUgYEhMtk8hu4wO5cnnZ1jYmqc\n4WG3yeMTTzzB0NAI73zHe1jetZLK6lpiiSQ93SuQFY3augZCoQi333En8Xj8NX+2fh3jl8XN+tc9\nvDSm9z/SX+m0e/fusroVf6owWEHlLfzlSsf94YEEPwgpxyJeLyMUFMV74aWHPv7xj88Llv1AyHte\njoHxQMjVmBR/01tPHO2N7Z2zn326Xp8f/3zKRbAS7f77778CCMHl+1jONHKp+KmmyYIRrFiyxWWX\nZkSJOSo9bAERRSOsCkKyIBySS+BJYNgKtm2TVEPopoFuOli2hSTJOLbLyrgl31fOwQ8W/NoZcMFR\nKWvmPiQbSRIIx8F2HBS51OwVB4Jd6wNgygM8TsmLyQnAzHnbxSCbU4bdKcv2LAKYrlVw7d+k3NYq\nWSwsLGxsoaJbCqoScp3BhUV89hhnDo4ydOAh3nzzZp595QRPPfkMy1euJ1rTxNYdb2V0Ypb6SILx\n8WmKuSK9K1Zy4fRxsG1UYXPzTdvp77uIY0PvuvU01Nbw+BOP0dDUhmRbpKZHiYYT6FaOztZq8phk\nJh9jaHyGrtUJsAqYskaGJKaTIKGEUbOzxJw8PXUFisUIU4UYUrwT0xCYWKjoaDhoUo68pGFIEXA0\nnMw0LQmV9Pir/OkffJj//jcf5NmLZ1nVFOPsBNREwzQlezl/cYQTx8+wrHM5HR1dzKUyTM3M0Nba\nwexMisqqJMND43R3J+ho7eD8mfO0t7ejKAqxWJTBwUGKuSy2ZXDzDduJV0Q5/MpLPP7oj3jTm2+m\nMq5x8tUj1NXXsG37BrZu28Sjj/6QZLKKgUtDNDU1oyqQy6bRNI1QWCWTzWCaJgVDx7QtbrjpRqYm\nZzhx/FUUG4ZHJ0jPFSiaFoYFhmMhBPRdGkRoCm2dHWzZvI29e19k7doNtLS2k0wmGRzqR5ZV2ju6\nURSNkZGR6xLavxHlQdAvUkz90w6/szH86jBF3sLobx/hpcU88XAw7RkEKn4Gxb9fufCnc3bv3l2W\n/fH/Hqyc8keQDQpWAnpePOWco/ft21e2b1q5SrGgc7T/fe9c2tra5r2CvNf8IOj+++9f0CvsWsLf\n68z/s1wEDRn94NSLYLrsWuNnygwFy7zLCZQdx8E0TUzTxHYWNtiUhYSqqoRVt6FnPKaSjIWJqLLb\nFsSwEbZAtiVUtJIm6MqHW2btUGoVi+2YOFhudZLvIZySYkk4SNildiIOkmNf4SskC2nBQ0iOO0bQ\nu8jnYRS8Fld7fj1i6Z9UYO2FLWw3JYgEjkREEYTNOeLWKK3aBD2xUS4efpT33nMre/c8Q3N9Pd3d\nK9i0/c30rNuBJSroG5xEUSv43sOPkM8WGB8dc50sAT2f5tUTx2lra2F0dJThkVEkLcw973ovlXWN\nVDW1UFHTSGVtBxMTBZLxJBRnqY1lqImMUzz6dwy89D9oSF7EModR1Gkk5yQdyWG2L7PJZ4aokyd4\na5dCizNEwknhOA5FKUpOSWJKUSQJYs4cNc4QHaEhtjSm2dyY5qEv/DGXjj1Pa2WB5krBn3zsfbS2\ndLL9xlt49+7foq62md5V6xkcGCUcDuPYgtraWoSQqUzW0NbWTjJZSV/fRUZHRynmC+x/6WUyMynG\nhga5ePYUei5LQ3UlX//qV7D1PFu2rOP5p/dgGnO87Z47+IM//H1sHJ57fi+GKejvH0FRo2RzeskQ\nMYQQguGRETLZPLOpNOlMjqJlUxGpYGhohBUrVrNy1VpmZzLkixa5POTzoIYgEpMIxyTSuSzVVbVc\nuNBPNJJgRc9aIrEkummjqRFqaxpcZimTobmpEUV5QzP004jX6j30yxRBwPDLHn4mwXt4C79/8fcW\n4cXSKn5Q4WeK/F45/nH8sXv37isE2h6o9GtqPKPD4Hb+c/H7HXkIJgn/AAAgAElEQVT9woK9vmCh\nb9BS5ovl2CK/A7X/eixWIebN/VqZIM8LyF+9dj1/I/45B4GQN27wvavFa2KGguZ8nqeOf4H2x7ya\nxy2/co0SJbdDvWlYhIRAwkCRQii2K+WVkJAUDQVR0mSYCMdCwmWThG0jhCvMptS53Q+0fAdHEguZ\nIW8+bpsvgW3rKLKGIkk4DghhI2wbR3KwWNgVXhDwJLLNy+X2ksBxXC8iz/+nhAnmU4Xu+N51Yl7L\ntNg38eCrP6lLtft7aT/nckNTw5GwZQdHdpBtBy0/Q4OcZm2DQWZoH711JhMXp/nBI9+jsaEVRQvR\n0tRJ2/JeDu8/SF2zTDxeS1NjCx/7g49x9PABMItENYWQJmEjEYvFsW3o6u6hp6eHZ597DiEElTXV\nbNqyijMnKjh55BhrVt/E2OgAwoiRGs9RHaqhO5Hl4MgJJs89Ru3yexmZukAslKItMYOauoBS14Te\nf4HHvvV1lm98K3X1G0klVzIuJ9GVOMXZWdoSBvXKCMuTWXrr4eT+hwiLPFkxwg2b17Br1y4s3aKg\n22zdeQs/ePRJ3nrH3TA0iG1LNDQ00dTURGdXF0eOHGFl7xo3jWSb9PX1cestt9Dc3MzLL+3jXffc\nzezsLC11dcyND/FXf/lJNm9Zz47tm9n7/DN0dbXzZ5/4GJqmcuzYcR555BFSs2nC4SghLYYdUYhE\nIqRSKaSiTaFQQFVCWJZgLpOmUNCxHUF1dZyZmRnC4TD95y8QVUOcOz+FpkE0qRJVVGylSCgSIZvN\noRsGE1NTfOg3f5tCQefxx55gy41baGpuIKw1Mjs7zYZ1a1EVibn0DJZlXNPn641w43q9TX4VY6le\nV79MTJG/yaefSfB7ApUDCbt3716SVfBYIb9JoJ9x8VJxXvjTSJ542QNCfvCwb98+Pv7xjy9gqPye\nUX4g4u3rZ208lsQDR176K8gGLQaMyonE/aAvmA7z5n69TFBQ9+OvOrvWvx3/ufoBqv+8rvezKK6H\nBo83rXA2fuQLi2/gGFcwFf7f7TLH8psBhks9yCKaTFiTS8aNAt203cabtoFApmiY5IomFjKWLVw2\nAwkL9/iu/4y1oPVH6WhXpM38oaol1qqka5rXCtkOpg8IlfPwKTiuz5BlWSiKMi9gNks9tyw5NL+/\nfxwPHCGUK95feG2X7jV2tfto+eCU5IEh2z0PRZIoIJX6l9golkWNnWVHiyA+tYeW8EXOnjrNpk2b\nmJiY4pZdd3Lq/AC9a7eAEubl/YdobWlnfHyce++9l4e/+2+0t7VQmYiSTs9x8MDLxJL15PN5zp4/\nx44d22lsbOTQ4YPE43FkWWZscph8Js/yjhUMDwxz6OArrF+7msmpMWzbJDx3ljEBU7GNKG27mcqp\nzAzsZW18Bsb6UFetoDh4mo5knIGJAo8cnWXnv/tvHJ5SiTX3sCqSQZk6zPturGPi6MO88sLDTM9N\nk5M03vPB3yI3onDnnW9jcmoGJeKmY0+fP0dzexuNsTqEBENDA7zpLTsZGRslHIqS1w1URSM1M83j\nj/0YWRGkZqZpb20mn83Q1tLMJ//8L7n55s2Mj49z4cIgy3va2LptMzfcdAOFQoGDhw4wMzVNLleg\noiJBLlsgHI6g60Vy+QyWZSBs93OSLRSZS2cpGiY2gki0gmRVDe9773twbJuTx44zdHGQgwcPks1b\nxJMRkCWiiRCrV69mxYpVHDl0FE0LEQ5V0NrcRnd3N+3LGzCKbp85Qy+Qz85hGllOnzrKZ/72EQZH\nUq9dlPZLEOvXr3d++MMf/lyOFfyn/npJk5WLX8a0mQeEyml8PGGvX/8SFP/6F1RPX+RVnnnAwF+O\n73dK9leoLcXEXE1z9OCDD14hJvYf28/MePv4I9jpfanmpeVAiFcGH0zztrW1LTjvawVCi7m1+4GN\n/7yC2wXnv1iq0m8pUBr3oOM4W682v9eUJivX8iH4Xrntgu08vOcFA9JFg1SuyGy6wEw2x3Q6x0wm\nTypfpFC0yBSKWEIiHIviCBskG1sycKSFKbZrAXmqqro6jFCIUChUSpVZ2LaJZegu2+O4bSEiilT2\nEZaF+5AkwpKEBii2jWxZhCWJRDhMPBS6ImXopQvLeRr5t/t5PABkdCRh4UgyCJlUOsvU+BjtLdWc\nPLSHDRs2MTVnseHmt/HCK2fZvuMtaFqYI0ePU1FZxezMFCFN4cK5U7S0NjA+Ocbh48f4jQ/8Hl/+\n+gN88Stfw5I0mlvb3Y7zRpF0KkVlPEYxl2FZaw/Nje0cPXGctVvWsvvD70fEwqzfdiNqRTV5MwlG\ngQ0t1TQUUzQY04yf3EN9IkJney91FSqtddXoRoGeNetYsbqX/MwlNjfodOaPsD1+kfrcMX70tc/i\n5CdIVsS57fa7ue3Wd5Ce0alrauUbD/4bVXVNTE5m6L80zqYNW0lEwkxNTVFZWUltbTWZ7CyRiOq2\nhrGKTE1PUlObpL2jmUhYYWJsCMcu8vX/70s8+fgP+PBv3sueva9waWiQtRu6+eP/9CfEq6o5cvRV\n+gfHWLlqI/GKGjQ1hl5wEGgYukWhUABsbEdndibD9FSa0ZEJclkD21FJJOrp6FxFc0sn/ZfOMzo6\nyNT0GFpIIhRSSSTDROMxahvqCcWSdHatJJ6spqm5he3bdnDHHbex48atWHaRzNwEsmyAlWOo7zSv\nvPQce599lO6OOmKx8Gv5F/FrG/40wOsZCMEvZ9rMqwQLamXK9cSCK9kKj+3x2lb4u6sHw1+95DV1\n9bYP6oDKpdOCaTYPxMDCtJSXEvOfo9892q+V8c5zYGDgmkrNg67THvPkr6gbHBzkvvvumz/na21B\nslTbGv9YS83PL5D20n/eefmvg//+Xo3hC8ZrSpOVq4IKtnpY6vUgOEJSXQGyaWFZDug2roWjAEl2\ny+YF5PMFDMtEVhVMxy6Jlw0kQti2KxZVVaUMILKZL3cHisX8QlG1sJBlBUWSUTQJGVGqbHMdsIMA\nb0F1mqSiKAqWqpW6rxsusyTLSIj5+fiBIFwWddvO0j5AdsDnqFyKcsl7FfjdPd/L90dz8liOAkLG\nljTiNS0MTB9hpMqg94ad1NW3I8UhXNlKS5fKSweOUMhluHf3B7gwOMyl08dpbWoGW2dyfIz/8LE/\nZ9O2Lv7gj36Xz//9V7DJ8Z8/8dc01ijcc88dNNZWcdONN/D1r32V23fdyp4nD3DLbW/iudFnQDNR\nVIeKujCGprNsTRdHJo4Rj+Y5duAb1LfobNmwjXNHx4jERhkZm0bJWoRkhUtjeYr6DGm1iu6qKCtr\nC9RFTL7x2T+gqbWJuUyaF/MNtHWupSK5moZInNrqGg6fO8zv/O4HOHWqH1mSCQsNkTcJOxoiqpDJ\nZDh2/AhFM0s6O0dzcyuGBdlsnkdeep6mxnqqq5McPnKQkGLx/vf9Bv/P//2vNDfK/NF//BD19fWc\nv9jPE089Sb6os+v2O4hEEwghSM+mMcw+hoZGUFWVfD5LUc+QyU6Ty6ewcmFXkB1NUlFZTU1tI4YD\niWQNsUSCFStbGRkaJp/PsXXzVk6fPYsjJBLVNcTiFRRsibHxaTZs3Ex7eychRSUaCZHLZMml59h3\nfh933HYHL+97Gb1QYMPaHkJKF/v2PUmxmFvyc/VGvBHBKAeIyrX7WOr96z3eYuM/+OCDCxbSoLmi\nHxT5tUMeiPEzM37tkQc4POGzX5gdDP/YHjjxg6tybs/+ijAPjAUbkfo9f7zUWLnFfzEGzAu/zYDn\nSO2N411bj/Hygzy/+/a1OkQHGahgC46gc7V/Pz9TFTSV9M7Nu99w7SX1XlwXGBI4KLaJELJbBWa7\nDIcjSmkaoeG1a3XDcTsoCHehtuQgOBHYPh2R5NhYCCwUdAeE8E3PAlsSoOc5e/IQg3ueo+uWXaxY\nt4WMJSGpUUQxX9LmuB3JJdkFIBYl5kmSkSQJ2QbJdlAk2XVJshywHUKqjaYIQpriOlxLwi3jlw3X\naFBcrkIrFApIsoSkupVuiqkhKQqmArYDQg1hFk1MwyakajSFDFRJxrGgWLAomBaGLFOUBIYkIdkL\nfYcsa2F7D1mR5nuMudssfF+SF+4fjJAlYQkFQ4TQJRkckxBZYlaGkJklHWklNTdHZZWG7OSIWGOs\nanRInT3B2Ll93PiZ96P399N/5jirV6+mUJukr6+PseEByGfp2ngTs1NjfOFz/5OjB/bx3vfeyJOP\n7aM2arBtRYSjp/NUJCCbNnnwoR9T31hPVXs3jWvWMa3IvOXuLSiSQUdHG1bWYXhghBOvnODut78d\nQzZIdbUyOGRSX6+DsYeBQ4fZvWUjoUKU830n+f2/+CBWLsyrp4dJC5Mdms4N2zN855//iebeTdQ1\nVHDmbB+bNm3kHe++j0LRpK2rnaJRxBIO1dXt5PIGRT1LfX0jvau7OXjgEMlkktbaapKJKG2NzdRU\nVDMzPoWRKTA6MU5bWyvrOpM89NADTE1N8e573sy/fP1HrF7dyKYdzbz1rW8lldcZPX2ayclJMpmc\nm0J1dI4deZHR0VEURUOoNu1dTbzwwgvE43GGhobQNA3HDBGta6KyMkEkEsE2TGrrKpmcnKB3eQtr\n1qwhTxZnbJKOZSuYmMhSWdlM0TSIxJPUtNZjFKOs3bCRl18+wB27bsIxMkQVHS1SYHVXEkWXOf7i\nY2zasIHx8XEO73+a+vp67n7bO/nKQ69v/csvIvxdu3+W+qKlxv5591K7WhXaT5pmC1ZpBUGWH+AE\nBdN+4OD3B/Lui1934w/PCNDPPASZI28cv3Daf7/9ep/W1tb5FhXeAn7fffddwYB498yf+vMzQ0Gd\nTzmQ4vkP+d/3QJ1//n69lf98gtc2aDFwrSDIO1bQJ8jbNjiOv2LOzwT5rQ+88fzAypv7tcR1aYYS\nTT3O5o98Dk9747n4etk2q+QK7DYgc3zshQuGTGEtSM1cwSCxsClkkO1QVZXs7AQzYwMsa2/DdIBw\nHFuNUTQdVNssje0e13bcdh7esQxFuA06EcglUCSLy13nI5rj6n0kgSxsQoqMcCzARlG0BayQp0ey\nbRvTNLGIYNk2ecMkZxQxLbePliLJqLKCLOmuEZ9QsA2bomFiCEHOsSmaBjaXNUN+5mg+JGleB1Xu\n/eA1vVJzpPga09q+eyPNG1kKM0dCzNEezTN95hm6EkV2rKzj9Ct72P3bf8LQ0BBHjhxh8+at6LpO\nsVhk27YbeOGFFzh2/gJf/fIDfPAD7+D0iWPsfeEin/jP7+a+33gP//iP/4AphXnxpYPMzGQZHbdJ\nVGtMTet0dTdx191v58aNPTz11FNsXL+ePc/t5R1330M2m+X4keNs3LiRzNwAh44eomjm0DQVvZin\ns6UDyQIMh9oOjZhSy+RkjjMjQxw8fZhYRGFFUyd2tsi2t7yZmVSWt9xyO0qoAhvB+PQUkVgYBxvJ\nCRMOuymhJ554gg9+4MPoutsMVraLnD9/nj17nmPHjh3Mpmaorq0iHo/xwAMPMNJ3nHe+85189m+/\nRH2dxsSUzmc/+xccP3GCYrHI2NQsc3NzFItFDLNIfX09k5OTxGIxDMMgpMVI57K84x3v4OTJk+zf\nv5/pqRmiFTGqqqqIxmuprKwkHA5Tnaykq6uLzs5OQpqGruuY2OSzWabGJjEKBhfOnad/aJjq+loM\nxyYSS9LR1sSuXTczMnie2mSEwYtnuXDmDPV1NSzvrOLSpUsMDw/T1t5BS0sL1dW1ZDIZPvCHX+bk\n6ZE3NEM/pWhra8NxnJ+LyPp6j/GzBkQ/TTC0GLPk18d4P/0pk2Bqx1tE/Q1F/Voc/+K62PXxmJMg\nSwSXS+avJQ3kn5M/NRU8n6AGKAgCy4EJv/bJ28bfsyw4hj8ld62aIO/cF3OG9uZcTufjP//gtfKD\nQW+e/iq3cloif9x///3XpBm6PgF1swuG/NVaC7qhs3TqxmJpMIRzFaJKktAkG8kykHAo2jZFW8Ik\nBEqIsFNECHkBg+NPO0ml40uSWw7vHV8pMUaqXNIcOTbCMQkpMqossG0TWXaBmhACRVHmAYllWViW\nhW3J6LZD0TKxcbBwe2lJjutJpEsOaikFJ4TAEQLLtslZBkVDx3QuC6zLphplGcuy5q93kDnyX9Ny\n99QUGoptojpFVMfARqYgxchJFeTlGB3aDOHCGJtq0uhnf8zqRgshcrx49Dh1XSv46Lv/A5OTk7S0\ntHD48GHi8TibNm1i7969fPnLX2Zmdpjly5fz8ssH2f3ee7njjts4cOAAeqFIQ0MDj/74OwyPjrB+\n42YyWYOnnz7I1BSAQMhhelfX8p73vIdkPEF1ZYKnnnqK+to6VqxYgWuNoPLiSy9RNIuomiCbGaeq\nUmV85BwhDT76/nv58fd+zIaNN7LnlVewQq4dw/LmDpSijV3TRkfnck6fuUBnVw8OEpl8jqaWZjRN\nIRapxDAMTNMkn89jmib19a7oO1kZ4tSpU5h6kb6+s/R0d3Fw/4ucOfUqy7o6ePmF54hUxNm4YRO1\n9Q1YpsOp0+dJpeZIVFZjWi4IUlWVTGYOIRxsx8S23WpDTY0zNzdHTW09N+68mWPHT3Chr59EopJ4\nZZJYqIK6ujo6OzspGDqRSIxkMkllZSUOoBJmcmIE2ypSzKbJZOY4d6GfbTvehO3ItLZWMpuaJBaT\nOXXiAKNDF+hZ1kF3ZwfHjx3BKEzT1dVFc1sbpiWQZI1MrgCOwm//0Zd59czwG2DoVzSCLr3l4pdN\n03Qtbs3B7fypFT9jE0wpwUJhsceK+D16vAau/n3920D5a+YXFvs9jLxYquzcA02LLeyeJmixNN/V\nws+S+EXe/nPxM0HXUx3mjeFPmQU/c8FrETxGEMD4QWswJebfx3+PFvuM/+zA0L/7vNvoEn8vMHcR\nthxnvpkmgGF7fcPdUAQLBNNB3YvlXMXTRNGQsAgrgvTcHIoawpQUdFytS9jSSxocd15e1ZSQ3J8x\nYblCaUqMjuOCGaQSwLE93yAHHJuQJhGPhJEkMEzbrQqzrAVgENw+ZCEpjGFb5A2dgmFi2BZCSCUH\na5lU4DLbto0jHEzHxrQsDHshGLpCOxRghsqBoUVZIcAS0mUfJWxwJBwhsFFwkKid28v2FQ3kTj3J\n+3Yu47GHvsTKjRsQNR2Em7vpirVRW1vL4NAl4vE4sViM733vu3z6r/6J9993CwdffIbunlb+4i8+\nRTZv8E9f/BKFvM7u9/8mL+57idTURVpa65mYHqFo6DQ0dvH8M0cwjTivHDtNOArZHLQ2VXD3PW+j\nsjKJJEmsW9PLoUOHuPX2u/j+Dx4nnSmihhTCYYtYXOf40WfZuGElQ4f3s6K9lVPHz7Hzjtt49uUj\nrFm3lWXNHTTV1GEnO6mpqeX8hYvkdYNoLE59UyPT09NuE2HTprW1lf379zM4OEhtbTU1NTW0tLQw\nl58gpGrIks0PH/k+jz7yCL/1wd2cOnmMc2dP86a33srWrduprKrm8R8/jWlJzM5kMB3Q1AiOncGy\nTHL5DKnUDBUVUXL5NJIM4+PjRKK1dHR0UNRNLAd+8wO/xYHDRxgcHqamuo41K7oBiFbEyOTyJJNJ\nVC1MLOFW4lWqMfKFOQ4e2IOmWTiWjkChuaWbWLSSSKTIseOHmJgYYOOGVTh2gb6zpwipGj09PcRC\nGooWRggV0xbkCjaKGqVo2Pzux/6Bc31jb4ChX9FYrKrNzx78PNNlP2kEmZ9y73lAwQ8sgsJgf3iA\nyA8Yd+/eTVtb2wJtjD+F5E9BLSYW94MKD3h44wdTdMGqMw+Mea97i3yQ8VrsnILsl5858sb1/+4d\nzw+2Fhvbm5//epX7DPmZsHIgyH/tg6/5ww9wgqA2mApbLEopyJ8FGFrhbPv9z4PtNl5VFQlhu2aG\nAKYNjiMQkoQsKxiWieWIebZGlL4Je6JjVVUXMBlBMBQEBJaQkUtNX7Edly0RrhbGQUIzi8iSBNgI\n2yGkqUgSKLJMOBwmYmZQNQ1FUbAFFAoFHOGyLLZtEw4l3LYgOEiYxEIakXAIWRZYDvOpIQ/I+ecn\nO5LrVSQLLCGBJMhnC+j5ApFQlHHDIZvNYlgWpm2Db3/LsTGd0IJS+3JgaOFTaUE1XnD7ICvnGFkI\nx8naKnK4AooZasUMkdR5diyvo8k5xLHDr9Db2cr4pT56OrvYdsNOHCVKbVM7h185RFV1Etu2OXv2\nNA8++E3m5uaoq68lEonwjl2bueHGm/m373yPPXtfom1ZD8Ojk/zhx/4j//K1B6gKRUlUymQKY9hk\nEbKKplSiadWcOzPAngNHSKUsFAVUFUwTPvjBd5NIJOju7qZ33XK+8tUHyRYkIpEkxUKWjo4qKqsk\nBgfOoU9cpKlKRc9M09DShZpsI17TyarlK5mdGkOONjMwMEC8MsnMzAw9K1ZRW1vLmTPnqK6uJpFI\nIISbvsjnsxw4+DI7d+7k5MnjtCxv5LlnnuFb33ycT3/y3/P97/wbjm2wc8cN9CxfhlpRxdNPP004\nHOOut72D1GyG2bkC/RcHGRwaoZAbL91bC9PS0fUCk5PjJZNRMJ0IiUSCmroGVq5aTVVNLQXdYMXK\nXsLhMGFZMDY2hqZpKJpKJpNBt3S6urrcm5ufwzCzDA6dR8Lg+IlDtDS10rtyDccPn6SyMkxnZzuz\nqUlOnzlObXWCTZs2oWkaesFAk2spFApEY0lyBYOJyVkOHTlOR2c3f/rprzI4Mv0GGPoliaWAy88i\n9VauJ9QvIvwLelAf5Olo/MDC0494EQQy/n5a3mv+dg9+bc9iztD+cZcqB/fSQkHtymIsTNAHyZ8a\n8mIpXZAHiPwpQo/ZCqYqg01U/WmupVJ7S52vF/502FLCbr81gB9EBe9ZOT3QYnPzM2DXWlp/3czQ\n9n//BWRJIOMQURUUWSBJuGknSSafL5LXi5iWg+VIOEJCSBJCyNgBA7dgusywpbLve+EI/z6uEskR\n0rzPkGLbSCXXaVm4TJQiXBwRDoVIqLa7oCgKQohS+TJIitsbzTJsNE0hrKkoQFhTCIdUFCHQhesZ\n5DEyQVZLNt1msQY2tiMoGDq2hWvgaDqkbY3ZTJp0vkCmUMSRZXfunnBa1spWm83HEmCo3LUM7h+S\nTLKmgohVky7kkOYGWFsxxXt7Q+jn99DTJvjh48/SseZG4rUr6OreQFQJM37xIl1NdZgVgnQ6xXe+\n8xD7D7xMV1cnjz/+Mjtu7OFTn/oU+/c8wZNPPE2sohJHksnlddRwBbOzKSYmp1nRvILOrgZm04MI\nOUdRz5CIVzI7myYciqKE2kmn07z48n4GBzM0NsXQNI1z52b4L3/2USprJE6c6KOqpp3JmQIN9U1M\nTYxhmXlW9/YgkWLr6ipOH9nDzlvu4NTFLHK0mcGRURIVIariTXT3dJHJzPHqq6/S3d2Nqoaoqqzh\n9OmzVNckqK6u5gc/+D6qKtPc0sAjj3yPVatW8fCjD7J9y1YUSebh7/yIbVt6ef/7duOYFi/u28vE\nbAZZlikUDT70od9hzwsvceH8JRqbWzB0k3MXTpSAdIFMJkM6nSYajSKEoKqqCi1WRTqdZuXKlRiG\nQWp2jo985CM4knB9mBwYGxtlaGgAxzZZvnwZXcs7OHv6Vaqqkpw99RKnT5/m7XffzcDgRSRhcfbV\n43S0NlBdlcCxNPr7+2lqrqO9swNFUdBNUJUwqhpidjaMpmmMjo4yMTHF8ePHWbN6HRcu9vG1f9vP\npaGpN8DQL0H8os0cf5kAETBf+eQtfMH2GnAlWAi2rfDYID8rEoxgCmipWCx9BlwB1oJAIQjkgszL\ntfoFBVN1fjG037naDz688AwU/cLoYDqt3DGDaTEPXPnnHKwY89KV3vGCQAyujwkKgimfHuynD4YS\nTT3Ojt/7AhFNRpUlNFVGk0BTXL8cyxGYtu2aJNoOuYKJYVoYtjPfuyvoRTQ/ESHQraUblkqYrg+O\nI2E5DnbgXRkZsJEl0CQJWbKRHRshIKxqqLJBOBwmpKqumNhy02SKJJdMEnVi4QjRSAhNllEVUGS3\nqixvmvNz9owdveeO44AtYzk2uu1gODZCSKTTaWzTof9CHx3L1zOXz5IpGswUdXQkTEfCtiSEkLDF\n4ikuAKeMjYGfFbpcZVZecySJMLZZRBUFovY0vXUmNYXzRFMnaI7kOXX6LMtXbiTjRGhavoEVvZsx\n83lEIUtzdZIXXtnL333uf7F162aOHDlER2crO3fexE037+ALX/gCo4NTbNiwgYmJCaIVFUzPphgZ\nGeHmm2/m1l27eO7xJ8nns2RzswjJAGExNNBHbW0N0WgUveCmaopFg/MX+nn19BjhCCiKgqZpTIzn\neMe9t1Bd30g4WklDYxMyGufOnCEWjSPJJtvWRAhZw9TUtpK1GzG1BtKFDOnMNC313czNTdPe1kS6\nBIi2bN5KMlnDyROnKBTniFVEGR4eZPnyZYyND/Pgt7/J3Nwsb9q5lVdeeYXuZT1s3LiReDzOEz9+\ngng8zsjICLaQyOVyhEIRsoUiN2y/kb7+fqanp+lZ2UuukOHs2bMMDg6RzeapqqwhHk9SX99AOp3G\nlF3xdiSksn79WjasWc2hVw5SX1/LmtWryeQMZmemWLWym8zcFBMjl2hqqObIof0MDlykq7eZutoW\n5uZ01q3dTN/5c8xMXcTSJzD1SRqbe2lpaQEhU9RNhKxhWioOYWxL5vylWbK5NBKQz6ZoaqxFlhzW\nrVnJuz703zlxauB1DYZ+lQwSfxGA6GpamV9UBN2bg4yKPzw2KNhLy1tAy+mqgvqhcuXj5e7HUqDB\nP0dYWOnkFzfD5Qo5r6rNz+qUA1PB9JWfDfK29Qu7FwNVwbEXA0OLVYj5Galy4/hBkH8/v+ll8Lpc\nTfNW7jp61+xaNUPXV1ovBApuNZYmyUQ1FaXkBIRtoZTSYTYOlgMK/z977x0l13meef6+myt3zt3I\nGY1ABAIkRVISRTAoWRY1smXZHu3MyB7v8QypWZ3ds/YM91kJLWwAACAASURBVOzYsz7HJu21NVpp\nTFuWdx1ABYsyKUGmAiPAjEDkBtA5V3dXrrrp2z9u3+ZFsUEACqQk+z2n0OiqW9/9vltV/T31vs/7\nPBI/Ug5ypX9Z1mM5ocH680Uj4LtIXOEjEGhCgUgbvydB+BKVAJypBCU1IX18T+AoHorvonhK0EUm\nJaamoy8SqC3dwDIUTA0MxUdXVRR8FF9iLiVmFrk5qlhcS2A86y+6verCXwR2DslEHN9xefaZp1i7\nYj2G7xHTFCq+hvQFnhtkqBRh4FNZds0sra7u92W0nKL3149TJkVScejTcmxOzNPujqD4EwxMD9Gz\nczs73nsrK1b00t3ZzsTkCFPDr6EZOrpp8tWnn+bE4RdYv34tJ15/jQN33cG97z/AN77xdf7oj/4A\nhCSWamFmvkzJ9qnlS8zPzyOlR0NDktmZCS6OvERbaw+lSpG5bJ5EPE4y2UmpXCOVtDC0CuBiqAqb\nN6xke/9WjrzwCpeGFsgVXW7btZnD33+ZfLXIhz56F76XY1v/TtIpA+HbNKRamR2/yLouieKUmJse\nJd6aYNum9bxy/HlmZmZob2/G9my+/OW/oLm5maZMA40NC8xOTzI6eYlKpcSu3Tv527//MpcuXeDG\nfbt4/vnnKGRn+NSv/DKxRIqnn34ez5fk8mUQJuWaj6pK4vEk5VoV09QpVfN0dbVjxg1Gxy6xbfcN\nzObmqTgOGReSiQwxK4UZb2BL/41YzY2cOHECadtMzy7w2ONPsG3zRvo3bcR3a6TTTaiqYGZmBrwy\n89lppodP09KUYuO79vDtZ75LamcLc7M1vvyXj5FOJhgfPs6d79vCip4usoUA7M/MzqEbCQwtRs2W\nzMwsMDAwSu+G9WQnRkDabN+6joaUgUqNfGEIRby1ftXPcrzTmZYfJt4Ju4+fNouRaMkp3DyjGj9R\n3Znw9xA4RQFOqEsDbw2I63V5wutxpWtyJeAYtuRHdX3CCEs60c4peKMVPgomHn300aUMUPS+cJyH\nHnroMuuPw4ffUM2OgoardbdFM0TL6RKFx0WtSSAAXPWaS/UlsRAshSXOqNZQvdL3la5ztBwWvY7h\n8dcr03DdOkOGcDEUFU1TQKh4IhCkE0KQlz6mpoMv0JDELI2MItBVBVVVEW6Zqu3iSgVPqFRcSdkO\nnLWFqqAqLp4rEGgoihH4iemAcPA8B8ezUKWHJTw0FRRF4gCeVPAQKJ6Hqkk04aBIB19R8VWNqq9g\nCw1RBttRcQ2BKSCuC3RVEjMkibiBJsqoqoeuLc5XCSCOh8CTNcLKk1BUBCpSBp5b0hc4ZhXXB1eq\nuJ6K63oI28WrFrFzs5TikHNsMOLBGA7owsd3PYRwEO4brfW+lKAsdsQtYhoPAyElurTRpIOqLMoF\n+AoeCrVkDjevk6YDxa1imDmqSgVpdrFQbWVv+WnaEh7q/CmS+XHWrm/l2995id233Unbii3MTI+T\nL8xhxgziqUZm8yVKZYf/9l/+K21tbeQunqZv5Qp+5eMfp6uvj899/i+Yz+WIJVKcOT/A6tZ2Lp4L\n3oSqqlIoFFAUhcJ8nieOPk61lMbN6BSK8+hWDaF7uL6K7+tk5x0MVVK2axSqLqWaC0yxfsdG3nNn\nK8889X3Gpk6RnYPNmzp5/cUTXBwe464DeXbt2Yvvwc5dG8lOKVSMPPGUyvzwGRpjLZRrZTZtvpWL\nZ44Ri6kIJPv27aNUqmB7LsdPvk5razu37tvIoe/8I3/75e/y3jtuZ3L4VV478n22rd/Ivrt/hWOn\nTqEpVUi0Mz40jNXQStl2UPQ40s0xl50jkUzj1qpcHLjAh3/hF/nGN75BQ0MDhUsz3LBqOxt7t3Jh\neAyh6axfv5qu9mZy2RmSKZWVHY2Mj06xd+de0uk00rO5NDrNipVdKKUR9GqJsYkBhkfOc+vtN3Lu\n3CivXzzLzswu3v/uA5ipFLGmGg09Haxd3c+Lz6d4+cQRWps3kYq3szDvYyY2MjlbYvLiBI3pGHOz\nUyQNMJVRbryhiXTMxFJcpFfBsJLUHPB+frHQUlwt2/HTRjBejrT6k4z9+/fz8MMPv62t98tFVGMn\nSpSO8n7qQUt9NijaBh897q14UfVdYFe77vXdWfVrCkFRlI8UBQfAZcAo2k0FbxCUo3OJAsLwnFFL\nkquBoCjgDYHIct1e0exOvVhiuIZohic69xC81He2PfDAA5dl6qLaR/XXvp4PVD+/H+UzcZ2ZIVBU\nkAREUB2VACJ5uK6Hqpq4TiVwedc1LMMgpuuYuhZ0QbmCeFLB8QW2D7JYDSw1HAfPkygChCpABh1g\nvu8H5Sy5yArSFFQpUZCoQqIIgS8JutgkaIrAUFUUQHou0pVoqoYvfXzXRVdVDF3B0AWaDBzsFVXF\nNCwMQ0NXzEBXZvEW7dhSFSXSQReUtpAKPhIpJIqQ6IqKIwMPtqqU9PZ1MTZ4kXJ+DkVCS1MTM3PF\ngHQuQXr+og6SIJrhEkrE1HYxFEUEa5dKIEEgJD4CqYCUCnoxg6H5eEqWivSp1mJkYk1YfpkUL9LX\nXiCte9humfz0DKcvLHD3hz6CFm+lqakTSxM0NTUxMTFBLJng7//2/+OZZw6z7+bdHDr0Ml/4gwdo\nb2/nyMsv8/Tzz1Oq1iiUSsSTKRobG6m6HlYyhe/72LZNuqmZ8fFxmtraGRgcwjAMFCUgyLuujxBu\nIHiJxHVd5uZmKdc8KraLEU+xZ9cNlAoLDA9eZMvmjRj9GpPTs1wcHMKMJenra+H5I9/l8W8/zgc+\ncICVqxoZHx+ls80kk2qgqaEbTY0xOTlJW2ecSs1BoDA5OcbxE0e5ed9+8vkFKqUFFlT4+qN/y223\n3cL0zDjDQyMcOHA3u3ft44UXXuaxb3ydG2+8kUwyRSq5luaGDK+8+BISD99z8D2Br+jkS2UKhRKF\n4ggDg3+Mpml0OT6X5i7wwY98hOZkhrJbZeuOnbS1NpOdmqCxJYOH4PbbbiO3UKClqQnf9bh08SKF\nYpYNa1sZmxrn+cNP8wsfuYeZ7DDf+94P2LdvL+vXb0RVdSxpUbEd0okk09k5Tp8+jfR8ertWYMXT\nSKkiXMHY2BjnLo2RSFkM5yZY09tLR3MnWqKCoSkIz0V6HrqRxPVVbE+C+JEce36mY7k/rD8NwOid\nytL8pInUVwNC4eP1JZ+o8GK4Ade3y4cbbn2W6Icp/12ppBaN0Kx1udJa9P8hWAt1fUJAVF8aCgFU\n6BAfJXXX82TqCcjR4+u7s6LXNzq3MLsUXvcoKIlmpMKsTHiNo2ApLD+Gj4VjREuaVyq1RUFT9BpE\ns0fhNfpxfR6u6y+drmk0ZjJYhoEC1CoVnFoNQwuAT9IUNKVipGMmmvBRvBrSrcHiTVEUdF1H11VU\nIbBMnZipY2kamiIxFIGpCnQNVHwUEZS4YNG2wvNQhMAyTeJWjLgVI6YZmEKgS0nK0MhYJhnLIGlq\npCydlGWQMFRiaiCqGLMgHlNJJTXSKZN00sQwQVU8NF1B1QSKSuBTpsilm6YaSwasSzddQdc1DEMn\nbhjEdYWEppDQBXHVY3LoAtXCHElTY3ZsDAOJpalYuoEqCThOUkGRyrIlw+gt6Jdb7BpTgo41qWhI\nVQfNJOnGMFBwqKEmdRzfY37wPJnZV9gpnmNh4O/pSg1x/NVv0LO6jf3vvQMj2YIvYkhXIW5aONUa\nxdwCn33gP9LWlGbf7q0szE7y2c/8ErppcW7gAlNTU6xdt4FCvkRjYzMzM1lS8RQeKq5UKFZs5nJF\nRsan8FA5fe4CZ85fZHJmmuzCPFKoWPE05arL9Ow8w6OTnLtwgYnZHMVKDcOK09vdhaEpvH7sKDu2\n9xMzdFTTpaMrwx3vu5m+lS1U7VkKpSodnTqnTr/Af/zMbzM4eAlFiWOoLRQLKt987DskrBgXzp+k\nWvOYyc4xMjJEYzqN65SJW4LvHPo6TmWOlvYWzl0YoLO7l7vu+SBWPM1j//gtTp0ZoJyfpzmV4OL5\nM/zjP3ydc2dO0r91E65tY1cq5MuBsOLw2DTz+RKxVCMtbZ2kG1pxfMGWG7Zw/PRxcqV5Nm5dR29f\nB4XiAkZMJZ1J0dvdxez0BH3dLeQXJpBulptv3IDJAk89+RV002fd+pU8+d1D7N27lw+8/4OoioGu\nWWiqieM46JYO+PR0dyLwKSwUsMwUiojhODViMZOO1hbWrl1Nd08Ht7/7Znr72tCMGqrrIm0Xz/ER\nGMQSzcznHfR4C7bjXfHvwc9aOI7zpg3mR+nIeidAyTsFhN7ubFRUZTj0+wIu2+ijc4kCqXBDjuoG\nhfcvR1B+qzWFnWLR90n4vOgtGlGAVb+hL7d59/T0cPDgwTcBlHpOUMgfio5Zv+4woxJdbxihnUYU\njITnX24N0XJTOGa0wy08JpqNCl+36GsQJZ+Hr92V4q1eixAkhjpS1/JevB6Qe92coZipoylBO7pt\n27i2g6qqaKpKMhEABqcm8VwfTShBlsb38KQfeIl5Do7j4rsBBwjPQZUupgpS+otEbPBwUcJvpYqK\nEBqe76MiAxdvIVAFxAyduGkhhEDXVTTFR0NDELSq1zwPVfp4isCMgaV7pGMacdPE0gQxXUVVAjNW\nIbTLuDah83y49iU+DhEJACX4RyoWihQIzwPPx1EFPatW8MmPPgACdmxaj9BNFEVnPFtEF4HOj1QC\nbSYfdzHrFOTaQpgaTkf6TsBKkhK56HkmUUAoCBQ8s4jvaiRkK8Iu0NU4SyX3NLeubsPIVRlTFxg7\n+TzvP/BeGlpWcHZwms72lahotDQ3MD0+xZ/+33/CpaFL3HvgTo68/Dw333wTN92yn+eee4Ynvn2I\nez/wAXKlKpnGBnbv3ssLL7/E3PwC3d3dLORK5HK5JTK37QTcsJ037GXFyrVMjlzC9apk52coV2rk\n82Xm58tIH4RQMFMJOrt6ScQsXLtKzNDYtmUDFwfOYhkms/MLCCEYHB6iq6ePzVvWMzs7x+TkLG3t\nDfhygWee/T5ff/R7/OKHD3DgnvczlXX4whc/z/6bb8ZxdFIpnezMFNu2beC//f7/ycc+8gu89/b9\nPPODb7Fp5ybuvvtujh8/wcG//zq1mkNDppnpqSxtPT38zV//BZlMI5s2baKwkOPcmVO89/Z389JL\nL3F2eJhq1SeRbqSxsRkrHscHWpuayGazTM4XWL9+I7FUmmKpQqlYpK+7h4sDF8iXCpTKNdatWc3s\n1DDpmOD140c4/lKOvXu2cuTwec6eO86OHdvYsXMTQpG4rk8inkFTzaAl3jCwfY+YZaF4KtJxuGnf\nfkYuvIZT0zANiS8DfSw8n5VreqnVZjAVh1jCQNaClktHKvhSo+yqFB2NUraKbvz8GbVeKRsQ3v/T\nBnLebiASjfvvv/8dOXc0yxNGvc9Y/bzCDEkIfqLk5/psSjQT8lYbZr169FsdW3+NrgR8wvvrNZ/q\nM0XRNYfPDTMiDz300GXAI5oJWk4KoN5uIzzuWkqA9eAJuKzVP0rwDo8Pz1XfmXatcbWOuatFva7T\ntcR1gSEpfaTroCx2aHlITNMgHo9jWRaKGgAB3dDwFbFkWSE9D9d1cd3A1kJBIPCQjoOpKqCB43hI\nfPAdFOGj6xo+4LgS15MgBKoalMNsz8V1Ja6qkjANVGWxHGYX8JAkE3E0VWA7Lr7nolkaQlFRtCqa\nvlguUwWWYaBrflBaUxQURb2sEyvKQRZ15QJd17FtG8/zSCaT2FKjWq0Si8colwooClQqJbbvu5E9\nu29A8yrohkJc9bFUUNNJZnMlPA8QwXiuGwAi6QcE8Wioi0RWXyiAwHZsTCOGoSq4rotjGcQ9HWNu\nHnvoafa9K06tc5xmXeHp106wr38Tt773fWTLkryj4MoSbV09jA5e5MWXv8vv/Kf/zCc+8WHm5md4\n6cUj3HvP3fT3b+Xz/8/n8aWLrmc4e36AwaERnPMDoKh0dfbS3NTG5OQkl4YnqFYhlQoEDDs62ujq\n6mJ2foHBoWEquTk6O9vJNDSTz+eJxQU1W1DIV+ho74SYQXtnN7VSnrmZLIMXB0B6eHaNuWqWvB0o\nfe/evQ/LsnjppRdIxNO8744dDF8aZM2qLgoLNXLZLE9+7zkOfu0QH/qFD3LPXQeIJWJMjM9Sq+R4\n7LGDpFMfY/3aPr7y1a+xe+dWfvXXfpmi63L4yEvMTM9TqXoIoTM+MUNP7wompsZpTKdA+iRjFhOj\nY1hmnNHRUVauXIWtWSjqEI3NLTQ3N+NLwYYNG0g3NvHEE0+QbOjl9PlxxiZzfPj995JJJijMF/Fd\nydpV63Gceeanhzjy3A9Y0dfJpg3dvPLiRV575Tlu2X8D0mxCSonr2QhPJUDKAsdxUNXA3FhRFFyn\nBlJSLsyg93ayorePS0OnWLuuFUWV+J6DokC1ViaZiOFWq7hOGV2o1Go1VCOJVJPYrophNaFoCVz3\n55s09KNs8j+uktHV5vBOkpfDDSU6h590Z1lvby8HDx58kzBheL7l9IRCkcWQKxMCoeXKSde6jpBw\nfD3PCR+7UnksCmDqr2kUnB08eHCJ7xN9LLTQiAL3cI1Xs/wII0q6juokXYkYHQU1y6lI12eDfhQQ\nFJ1X9DW+nqj3q7vWuK7W+va+jfJfffYLl2nhWJaFaZqLwKcKKG+IB/pi0bsraGFXNIFpmiiKhuP5\n1BybUrmKlAJd1/EcNzB9XSwD1RyfYtnGcQVC0/FlDQkIGahLa4CpqVi6IK7raIYkpqvETAOFoHPN\ndn08oSJUDU2rYaga8ZhJzFTRFYEmxJJWklz0RltOIVtZ8k0LNodYzGRhYQFVVck0pHHQKBcLfPvx\nx/DtCiNDg9x15/v4oz96iP7t2/nExz9BNlfCM1KMzlUoS4OqZ1CuOYEkgZBL6tae77+JQK36gaaS\nv+glpikqnlNDei66Bo6TQSudY39XjnT2ZcTMRdLJFAUJfjLOrRv2c2FolE3bd3BmcJgVq/poak7w\nO7/zAA0pg419G/jmE4/zyU9+kh07tvGDp59iLrfADTfcwBNPPIGixblwaZC+vj5SqQzHjh2jo6OL\n/fv3c+bMGYbGRhdNRzVWrFjBmjVrmJiY4EMf+hDFYpFXX3qe3t5uzp8/T6lUCawpCiWKxTLpdJqm\n9iZUIbHLeSxdY2piBNdxcBY343RjF01NTWzdvIkzZ0+B59Hb1021WiUZj+HKWWam87zy0immJiUd\nnUlc6ZKdq3LHnbt4+YVX+K3f+nU8t8qFiwO0trbS2tLG1q3bOHHiJDUEzU2tnDhxkpGRMUzTRAhJ\ntVpeUvzO5QqsXLOW2Zk5DMvC96Cjo4OtN+zm2WefRREqm/u3kmloQkqBomsMDAzgi4AQvXHNCprT\nMVb1dTI7OYaiBDye1179ATft24NQHAYHz5FOmqxa2UNrazOObeMoBjIUNEXnjeq2D/jomPiKg4+H\ni4pb1ZmbmWNo4BTNjRqbN7Ui1CaqbjMLJQ/Hr9DaaiGdPKYKmq/gC41iTWAmWijYGoWST7Hk8Lv/\n5U85fXrg56K1ftOmTfIv//Iv37bzXQ9YeLsBz8GDB/nYxz72pv+Hcw55G/fff/+bupB+kiAoSt6t\nF/CLOrNHO8eiROX6Vvho9mM5jlBUiTka4XH1asr1BO3645d7LHrMcm3rb9W+Hj6vvtxXr00UvUZX\nAkTLlQTru8Hqs0rLtbhHQUbIB4oCsnDcHyWi/KAfdqwQlD788MPX1FqvPvjgg9c8+B8+/KcPbrvl\nA4HJqaKAlBi6DkhcxwEW0xwQaDh7MsjguB6+lJi6hqZrSOnjez6+9FEIus00VZC0TCzLwDRUdF1F\nIrDtgFwtUHGVKp5QArHFEBQIH10BU9dIxFXiMQNTB02RaLqGbmjololhasQViFs6cVPH0FRMLRCN\n1ISCIgKwAXIpI3RZd7oMN6CA7Dw3l6WtvRXHsSmVCqi1OWQ5y9Pf+QZj547ywG/8Km1pg5TpMXLh\nJPlCiX/6znfYsGkjUmi4KBRKZaSqouoqrh8BYEK8QacWb5wVBFIE8gLStTEVj5jqoPs1YhOn2NXn\nEK+9wtY+nZFzQ3R29dPRt4FVm9bSuWoLscZGNvf3Y1cLZKdH+fSnP80HP3AHTz/7DKqABz5zP9m5\nLE8/9zz5Qpn3vOcAHR092C68duIEumEwP7dAtWpjGCaVco1kIgUIGhqSOHaNvt4eWpqbaMik2b6t\nn717dnP82FEmJkdpbGohlyvgOD5NTW3EEylsx6WtvQNV9RgbukjCMrg0cIZCoUq55uALlUS6gba2\n7kB5XAQZDs+z0VSJ61QQisR3HdLJBuKJOLrp4Pk1XGnj+5BMaOzY3MbczAjptMUtt9yEomqcPH2O\n46+fpb2jj0xDC5l0C44DxWKFbDYLwidfmKNqe8xks9Qcl4nJaUrVwNstnsywdsNmXNvGMi1+6eMf\nBwlOrYppmaRTKXq7e5nILtDV2YJ0i1QK08R1m/nZQV575Wna2+Ps6t/EmdMnQFbZs2cHrR2t6GYM\n2xHYnoqqLpoPSy1Qc0dBCD+wnVE8FGkikUjFQUgPQ9dx7DJbN68lmx0hlQLdSCFEClVLBpIJRsDL\nM5RAKd71fKQex8bgez94no6uPlRN41vfeprf/u37/49r/iPxUxyf+9znHvzwhz/8tp0vn8+TTqev\n+di3M7Zs2cLBgwfZsmULW7ZsWbr/wIEDHDp0iEceeYSDBw9y5MgRenp6eOSRRzh8+DB33XXXda3r\nWiMKhO677z4OHTq01Pm1ZcsWDh8+vHROIQRbtmzh0UcfXdqUT506xYMPPsipU6eWMifRTrMw0un0\nZXM/deoU8MZrNTo6uvRa7N+/n3w+Tz6fX+pEi44XfQ4Em28+n78ioIn+XO6+/fv3c+rUqTdd2/o5\nhI724WvywAMPsGXLlqXy23LAOpxTuP5wjb29vWzZsoV8Ps/+/fsvy6SE4+Tz+aWMUKDUL+jp6eHQ\noUNL759Dhw5x6tSpN43xw0Y+n1+63tc7XpitCud66NChiQcffPCLV3vedWaGNshf/l+/sGRFoarq\nkvif53n40gahIqVASoHrSzxvcXyhEtN8NE3D9T0cx8H3fRQlICOrqoomBUJTsaWD40sKNY980aFc\n9fB8Bc+0F7MjKopUMIUgY2rENIjpGnFLYhkqipAY6iJ4UQOSsUQhLlwMw8DUNXRVoC0eoyyStP26\nMllUxVnxohVFH4RPrValqamBhx7+Qz559242rFvN/PQYc1MjNCTj2LbNQr5Aa2cnZ8bh/OAwT714\nggO/+KvkXQPMDDWp4PgKth8oXENgz+H5YVls8fxSWSyRBWEoEsUuERc2jUmLjdm/oq2pk3LJZXj4\nPDfdvJN0JkVbSx/jIyUWEja6lFjC5a8+/3nWrepjenqKgaFL/Mqnfp1Nq1fyzccep1yuomom8Vga\noehUqy6Nzc0slOd56cgLSF8wOztLtWyzefMmpqdn+Z9+/V+jmh5nzpwhlUqxdetWUqkUhUKBbdu2\n8eKLLyJ1SalY4fTpc4wMj9HbuwLbtpf+oKh+jlQyxvDFC0xPTTA1XcVMKJjJNG0dPfR1NFMo5GnI\npGjIJJidDoxJk3EL13UwtTRCFSg66KbB0MgIAwODTIy63H3XHtZ2u+zZt5/JqVlOnrlIqSrJFT0s\nq4HOrl5mZrLUqg6Njc14nkM8YfDiS8+g6i5T00U8HxKJFK3tHfhSxXEljS2ttLS2096YYOPGjSQS\nCZKpDLlcHgmUShUS6RRnRkaJ67Cqq5Hs2FlOHT3Mjm1ryWQSnDx9ku7mNbR3tZNpTOF4NqgaVQcQ\nBopqovgFpC+CrrBFDS2EB8IG4SHcJhA1pCjj4+FUJaZmomku09ODaP4C7R2byRVT+Eozx04cZc/e\njah+CTwbzQQPnbKrUfNjPPPcq6TSbezo386vfep/48LF0X/JDP2QcS1ZlHeyDHbw4MErEmujEQKT\neoG7H1fUCyhGW87r51TfFr9cSSwa0VLQclGfcVnO1R6uvQx1NVL+1ZSs6+cbZpSuJP64nAAjcJnv\n2lvNJfxZ381XX6YKx4p2ctVLArwdcbXSWTTLtn///p+MN1l733r567/z5whVR4gQ7HiEeMdxAlK1\nYcZwPB9PLmaIZEC4NhSJqqrBpu8HpqOGpi6pDHt+DYSK7blUXQ9fQKFcoVKr4kmJJpO4kelamkLS\n0okZgpiuoS6CHcPQ0ARIXHRNQdMUdEXFVAI/tKDN+/IOLiEEzpJ3mlzcfBZvvkDIHAgdHxUhVBTf\nQZcF/uZLn+PD995OQth0dXTi+y6FXI4jRw5z+623kUzFsStVsk6e06dHUNVO8tUG5ioWqc5ecnhI\nU2FuwQ1a5YVGzfap+RJPU3GEpOa7pJnHrepoTgNJkrTqNZLe63QlzmHIM/Sv28Lf/d1X2LX7JipV\nya49NxNPpLEdj3K5iJoweO2lwxx6/CtsXtvDC88e5d67b+G977mLY0dPcfz0BZqbA8Axm52muTlD\nqVykq6uDixcvsm79FqQvOPLyq9Rcj+xcHiOWZNuOnbQ0t9HeXqazfTU7tt7E8MUJapUqfb3tdHY0\nMjk1zPEjJ4OuOFNjei7LfLlKRSrUUFAtC3dhkLNnj6FrPtJzKS9UUbwEnS2raG3uwTMn0YVPrZwD\nXGLJBLYvMZMNlG0HQy+h+Dq+p2JqSVzbw3dtxkYHufHGPazftpnXj59Y4nl5rovvByR/13Up1RxW\nr1rL7FyW8alp7rnnHo4eO8H09DSvD87S1Jhh3ao+ctkZ2tpbGBufpLt3BXceuIdjxw4jhODG3ftJ\npTK4NUilMlQrDgtzOVqTZzl58iRTU1OsWbMGy7I4f/483d3drFy5clFeIYjwC0bUsNer46vVC2qq\nizY2Eg8pPXzfRRKUXMvlEsW5Obo7U2iai6M0cWnMBKONrnaDxtg0CwsFVD0GMkm5qmN7Bnq8gfGJ\nKT77v/8hAwND/6zBUD2B+XoIzT/tYCgk48LlxNdwaeJXEAAAIABJREFUw1vuvrCr6cchMxDtUgr5\nKeH56tWWwxJNtAusnuC8XLxVC300KxOut15TJ8qHCeNKWj318aO+tiHYu1oJDC4HRVcqD9ZHtB3+\nrcBifSt9FBD9pONK77V6/aVoRAne1wqGrqu1XlECCw7LUIhbBpYRlJt0VUFTBKauYOka0nep1WrY\ntk3VsbEdB88H15OUqxXK5TJV28F2PVxfUnNcytUa5UqN+XyBhVyBYrFMsVjGdTx0zcCyEosZG3+p\nYynMSAXk7NAuIyDaup6NCJNS/uUWFfW2FaHHV/0tHNd1XRyp4i4CJDyfpGWB63DXe25jRVc7Ukpi\niThf+tKXWcjn2bv3RjzpMzoyjmYaKL7L2pU9NDSY/NOhr5BMSTTTx8ehWK6ieBUs4ZIxFTJxjaQh\niQuXhHRIKz7STZGMp+jtUBi98BiFmW+TVC4wcfEY7clmnnj8SW7cexP797+LXTfsoaW5FcdxSCXj\nGKbGf/it3+TYa69QyM1TKZf53QfvZ2v/Dr76tcc4efYcmcYGsvNZVF0jkUxiOxLXgwsXh7Adn3MD\nF4klg6xPV3cvumGwfv16KpUKW7ZuYuOavciaSsK06OlpYdu2VahakX968lGmZy7ga1myhQEq9gTd\nvY20t6dQZJWWTJJKLodnC9pbV9LVsYamhk7iyQZSjQk6VzRjixzggxrYkkgpyOUKzC8UmJqaYXp6\nlpmpEtMzJbIzJWamF4hZaUoVm56eNVSqPtKTVCpVFEWlVCoH9UcpKJYrVGo2taqDFNDd3U0ymeTi\nhUFWr15NZ2cX69euY+umzWQyGe655/2859130Nndi+34fPeppzGUFP2bdpNMZPAcl3x+mmJunHJh\nmOPHnuQb3/gGbW1trFu3jtnZWUqlEvv372flypVvAuTX8+XkSh9pRdGW+HqqquF5HrVaLQBRvqS7\nu5NiMU+5XCafL2GaBkIEhsu6IYjHLQr5BZLJJLquX/2UP4exXNv0cr+/1fOuFSC8k0KO9eJ69Z5Q\n9bwdeKPDDJZvy75ahMdHN+IQCPX09HDfffe9qWW8PiMS8lSiY1wtwnbs+vJUWJqrP19YpqlfX9ja\nHY4ZxluVqd4qrtahFuVHXS2iWax6LZ8wexbNoC2XUYp244WAczmRxXcKxEdB6nIRcpqWy6K9VVxX\nZqhn9Sb573/vrwJnd1XHdT1sx8F1Fz2yJDieT6FcI1+u4UgRtOsKJVBs9ipLJGHLsgK9HVUNxBWF\nwPccKrUqthsQiKWqBZwZRQsyOb7Adj18PwA9uhDETYGhgKWpaIqHZRnETQNNVxBSoimgqoF2kCnA\nMAx0XV/sHlMu23zcEBx5IWAKPcgUbBlsVqqU6Di0pg2c3Bj/409/n4wF86USlVKZG2+8kXjCYj47\ny/eefJL77vsow8PDJGOwfeduKp6OEm/nxbOTmG3rqGhNVEWMpFdC0ww0IxFkcyq1RfsSD9VQ8GUn\nrWmHV5/5C+66sRm9eJ4WHS6dGCCmJPngJz7BmXMXAIUdO/dQq9qsWb+Oml3m+SPP8fd/9/9SKizw\n0Q+/HyFsBs6dZ3JilniqkXyhhlQk5XIZTdOolKuLxqI1yuUylUqFTVv7efXVV/nt/3A/nvR57dVj\nqEYgX6CoGk1Kkn/zb38Nx8kxtzDGzMwQw0NnuffeA3znnw4xOTVIOt1AOtFIueTgugZ6rAWpxpia\nmcMuuxSLRRKJBKomuTh0AU2HltZMULZSFHLzC2gKZLNZbNdHaCa+oiFUHUs3UBSNhlQT6WSSUqmE\n79l0dXVgWQZ33/seTpw4wbPPPhuYqlarmKZJuVzG933yhRKqqpPMpDF0i9m5LN3dPdx6++2cODvG\nmlUraUgnEfhUqlWMeIKFYoWzFy5y543vQlEl1UqOVSs7mBq/wCuvPItby7N37w3ksrPMzMwsbRwh\n2I7FYjiOs5iBfCMTFPWZu/7MUGBU7Lr20udqamKUhOXR0dpATSao0snIVIXVK9pwS8NoWgVVMUFN\nUq1qfP+pl9ncv5uh0Sn+8E/+hgsXfz68ya4nM3StG/yPIztSP87bESFpOiqaF84jWqZZztcKrkxq\nfatuq9HRUfbt27dE1gYuyzjUZ2Si54r6bC13TH0slwG62vPDaxFmvqLdVtdamrmWuJ4MUrR9Paoh\ntNyYy40RZs7qu8DCCEnpcLkRbhQk1ZfG3u5Ybm317fzRqO96+4mUyXrXbJIP/MFfB+RlKXEluJ63\nxAsKwJBHoWxTdiWlqkvF8XClEgAar7okGqhrZsAfcl1cX6JpGr5jYzseru8F2jsisL5gkdujisDf\njEVgYmkKli7QhYepKsR1sSiIqKAIH1NXUZTg6UIEgo5RMBT185JSLmZ+5JIB6htgCCrEUJHouJiy\nhJuf4MLx55m4cIIb+jdwdjKLlJLvPfkk5XKR1StXccPO7VSrZdrb26nOzlJzHF4fGKBz3SbsWBtG\n62ZIrsZWm2gy8viegqaaS2UTSxPEYsE6k3qGh/+vz/CfPv0uTjz7CO/es4bH/+HbbFh3M3v3f4i2\nnh5mZ2dpbGwCqWBYOt09HaQzcY4df5Wv/N1f09fXy9pVKzl56gS+B4MjY5RrMLtQoFCcC+w9HBdd\nMymVKkgpgoyJlPh43HnnnbS0tNDc0ohpmmzYsIHHHnuMpqYm3rPjVmx3nmTa58hLT7Jn93ZeeOEw\n/f072LB+E8fOvkohl2fowkWcsk1TYzu2A5MzOTrau5mdr2JaKRxXZyFXpObbWAko2zkU1cPJZgNx\nQd0knyviegIzlsSTClY8galrmItinL7vUywugPCZmhilv7+ftpZmJicnaW1t5ezZs5SrFebn56lW\nq0gpscwk8VQSRVHQDIO21g46urtQFIUNG3fT0dnG3OwM+cICzS0tTGXnyBZKVF2ftY1xyuUi7e2N\nTI1fYH52hJtu3MbQpTPk8nPs3nM7tm0vSU3ouo6qqpRKpaXuyvA9B/xwYEj4RLOdQrzhAbgwP41X\ny9PT2Ygn4lRoIVsAXVVoSWlIOY5AR9ES1BydchmGRrM0NLbx2//Lw5y/MPzPDgzB25exeae+YUd5\nQsuVSqIZhejj4f31LedXEzC8//77l5SIwzJYmHlYrlsrGlGNoagvWf2c3ypCoAdviAeG44ZgIyoi\nGG6q4e/1fmjR/y9XXrtSXG+ZtV608ErrvhIfKCqUGBWbXO761IPA6DjvZFztvbXc8WFcKxi6Tp0h\nie+7EDSu4/uBQKAQoRigXLLsEK4XZGWExPUd8H0UfHwJKjoIn1KlvEi09lE9b6kFXwgFVVPxvYC/\ng79Y3lIcfBFkdMRi67nnBT5dihFsICFHSCH4hq0Ib9E+I7DRCMFOWJYIS21SSjypLT7uLW0qsViM\n+fl5hGnguzWEYpObH+Xcq08zM3yWFe1pLg6cYWQh4GmkMg1s3roVz3F49Gtfp7uziw0bq6TcJOWa\nS1fHKg4/+yJNKzdRvlSmf383qcYkrqig6BoVx8PULVS/RktDkue+/zgfOPBuVnCU37xrBR3VGarJ\ndo4+fZ4D7/sEMtHJaNXByhdY0beahYUFkimLxsYGyqUcBw9+ie9+79t88J67+fpXv0brxz/OPQfu\nYXp2np6+OTxN5/yFIRYWJllYyOG5kmrVpqkpUN2emZlFUTRiqTjjU9Ns2LCBPbt2MDI8SEPa5Lf+\n3a8yPj5Os+Xw3e//gH03bWdFTysDAwO85/b3Y5mNnDoxzsxCDFONsXpFA8KrMT42xFx2mpXdXXh+\nDsMo4LplUol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Bc4ZcZFAIXO9yTSHP85Z0ijzPA8dHxcC2HQxFkh2/gOXneO7Jr3LD5lWY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8z2va01WgukaRGEEsvMAgZCGrSadbQOMQQIKVCAFAahloTKRwlQ2kNLkzAUKG0ilI+QCtkm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\nMeTxeDwej+dE80d9hdqAgloEXAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f78675d8b70>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "###########################\n",
    "# K-MEANS INTENSITY IMAGE #\n",
    "###########################\n",
    "\n",
    "# read image\n",
    "img = cv2.imread(\"/home/gary/opencv/samples/data/home.jpg\")\n",
    "\n",
    "# reshape image into [row=instance, col=features]\n",
    "img_data = img.reshape((img.shape[0] * img.shape[1], 3))\n",
    "# convert to float32\n",
    "img_data = np.float32(img_data)\n",
    "\n",
    "# define criteria\n",
    "criteria = (cv2.TERM_CRITERIA_EPS + cv2.TERM_CRITERIA_MAX_ITER, 10, 1.0)\n",
    "# set number of clusters\n",
    "K = 10\n",
    "\n",
    "# apply kmeans\n",
    "_, labels,_ = cv2.kmeans(img_data, K, None, criteria, 10, \n",
    "                         flags=cv2.KMEANS_RANDOM_CENTERS)\n",
    "# reshape labels back into image\n",
    "img_label = labels.reshape((img.shape[0], img.shape[1]))\n",
    "\n",
    "# display plots\n",
    "plt.figure(figsize=(10,10))\n",
    "plt.subplot(121), plt.imshow(cv2.cvtColor(img, cv2.COLOR_BGR2RGB))\n",
    "plt.title(\"Original Image\"), plt.xticks([]), plt.yticks([])\n",
    "plt.subplot(122), plt.imshow(img_label, cmap=\"gray\")\n",
    "plt.title(\"RGB Segmentation\"), plt.xticks([]), plt.yticks([])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
